{"id":"W3030393818","doi":"10.1186/s12961-020-00574-0","title":"Key factors for national spread and scale-up of an eConsult innovation","year":2020,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada; University of Manitoba; Ottawa Hospital; Bruyère; Royal College of Physicians and Surgeons of Canada; MacEwan University; Alberta Health Services; Université de Sherbrooke; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Health services research; Context (archaeology); Stakeholder; Thematic analysis; Scale (ratio); Health care; Public relations; Health administration; Health informatics; Health policy; Population; Population health; Qualitative research; Public health; Medicine; Knowledge management; Economic growth; Nursing; Political science; Sociology; Environmental health; Geography; Social science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04606603,0.0003921347,0.0005349898,0.002285655,0.01563952,0.01302091,0.002670688,0.002363308,0.006977212],"category_scores_gemma":[0.09113861,0.0004675025,0.0008894035,0.002932857,0.01797547,0.005947866,0.01541593,0.004638569,0.0003922547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07877018,"about_ca_system_score_gemma":0.140576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4417554,"about_ca_topic_score_gemma":0.4576387,"domain_scores_codex":[0.9653288,0.01353344,0.001925562,0.002368883,0.007527636,0.00931566],"domain_scores_gemma":[0.9333176,0.03311298,0.005706175,0.004357321,0.01414527,0.009360594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002827218,0.0004613227,0.2197988,0.001186004,0.0001770066,0.002809335,0.3983477,0.003207435,0.003334285,0.2095946,0.007277649,0.1535231],"study_design_scores_gemma":[0.00007889883,0.0003234078,0.2469639,0.002021599,0.0001553371,0.0006636966,0.6037017,0.0046615,0.001895118,0.04232407,0.09701794,0.0001929289],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7842067,0.001409602,0.01542341,0.03998717,0.0001174144,0.001416516,0.0002136795,0.0001612253,0.1570643],"genre_scores_gemma":[0.9954566,0.000189301,0.002552324,0.0004408782,0.000005348406,0.0001304939,0.00003193257,0.00001436714,0.001178842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4417554,"threshold_uncertainty_score":0.8783681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9291660687494878,"score_gpt":0.7610054694837636,"score_spread":0.1681605992657242,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}