{"id":"W2781527089","doi":"10.35502/jcswb.55","title":"Collaborative risk-driven intervention: research supporting technology-enabled opportunities for upstream virtual services in rural and remote communities","year":2017,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Community Health and Development","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Public Safety Canada; University of Saskatchewan","keywords":"Information and Communications Technology; Variety (cybernetics); Service (business); Psychological intervention; Business; Intervention (counseling); Work (physics); Upstream (networking); Harm; Public relations; Action research; Knowledge management; Marketing; Engineering; Political science; Computer science; Telecommunications; Sociology; Medicine; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02113714,0.0006254998,0.0009201374,0.001970227,0.004503597,0.004244879,0.00256513,0.001397558,0.004261038],"category_scores_gemma":[0.04093197,0.0004218738,0.0009527748,0.001662333,0.004204467,0.003718471,0.006101768,0.002764066,0.0003785988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007288412,"about_ca_system_score_gemma":0.03017516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01657113,"about_ca_topic_score_gemma":0.0335662,"domain_scores_codex":[0.9807372,0.01502605,0.0004320522,0.0009997223,0.001517311,0.001287607],"domain_scores_gemma":[0.9587288,0.03320492,0.002013854,0.001562786,0.001761969,0.002727546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001227421,0.03014674,0.01717831,0.01455932,0.00047702,0.0005809121,0.1688815,0.001730443,0.001278818,0.04358214,0.004348091,0.7160093],"study_design_scores_gemma":[0.005560901,0.04995365,0.1570866,0.05291588,0.002650486,0.001336372,0.4701534,0.009161606,0.008428067,0.08522929,0.1570019,0.0005218125],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9023911,0.01256851,0.01595927,0.009280588,0.0006488793,0.00857807,0.0001415442,0.0001410174,0.05029098],"genre_scores_gemma":[0.9618899,0.01043798,0.01890377,0.001449718,0.00009337315,0.005090704,0.00006514867,0.00002346227,0.002046001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02113714,"threshold_uncertainty_score":0.1117852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0814533913921207,"score_gpt":0.4466725172623573,"score_spread":0.3652191258702366,"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."}}