{"id":"W2953716124","doi":"10.1097/hcm.0000000000000272","title":"The Best of Both Models","year":2019,"lang":"en","type":"article","venue":"The Health Care Manager","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Shores Centre for Mental Health Sciences","funders":"","keywords":"Session (web analytics); Key (lock); Business; Health care; Knowledge management; Public relations; Process management; Computer science; Political science; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003411876,0.0001529232,0.0003364254,0.0000585557,0.001558619,0.00001092806,0.0005653697,0.0001049688,0.0001223624],"category_scores_gemma":[0.00005246078,0.00008410495,0.00009262856,0.0002521756,0.0000965542,0.00008718066,0.0003274185,0.0006516888,0.001034621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002745643,"about_ca_system_score_gemma":0.0005155542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007678454,"about_ca_topic_score_gemma":0.002690543,"domain_scores_codex":[0.9959366,0.001708884,0.0008204595,0.0002580055,0.0004526186,0.0008234744],"domain_scores_gemma":[0.9970323,0.001006356,0.0004228303,0.001222997,0.0001714554,0.0001440323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001889781,0.00005245932,0.001515051,0.00626148,0.00008069725,0.000001904543,0.05499884,0.0002376583,0.000002212414,0.7426475,0.09435545,0.09965777],"study_design_scores_gemma":[0.00054416,0.0002455623,0.002326404,0.0003734267,0.00001839408,3.359744e-7,0.142374,0.0004028355,0.00000110216,0.006256015,0.8473147,0.0001431234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1396048,0.01757384,0.002132905,0.3345612,0.007258808,0.01404092,0.000100369,0.0003480946,0.4843791],"genre_scores_gemma":[0.9414202,0.001781981,0.0001273743,0.03010145,0.0002313939,0.0002038205,0.00001374378,0.00003928605,0.02608075],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8018155,"threshold_uncertainty_score":0.9997432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1067296024183171,"score_gpt":0.4630170273448962,"score_spread":0.3562874249265791,"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."}}