{"id":"W3209151153","doi":"10.2139/ssrn.3186239","title":"Principle Based Medicine","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003398111,0.0006159454,0.001482738,0.001115912,0.0007300333,0.001998727,0.001584113,0.00146581,0.02807057],"category_scores_gemma":[0.007526013,0.0005437753,0.00153716,0.0006547038,0.001590147,0.0007984571,0.001981906,0.002577178,0.007986638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008849187,"about_ca_system_score_gemma":0.001969355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007021794,"about_ca_topic_score_gemma":0.0008055327,"domain_scores_codex":[0.9972402,0.001307743,0.00009538426,0.0003798009,0.0008993929,0.00007744708],"domain_scores_gemma":[0.9971945,0.001632414,0.0001386801,0.0005322274,0.000416096,0.00008600616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009528088,0.0001377727,0.0006909797,0.0007887285,0.0001945428,0.0001107419,0.0001468612,0.01603868,0.0008280621,0.7125546,0.03610627,0.2323074],"study_design_scores_gemma":[0.0001865972,0.0001725829,0.0004272881,0.0002899556,0.0001047334,0.0002780491,0.00006802803,0.07912541,0.0007410959,0.8378372,0.08073982,0.00002923841],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002159092,0.001643894,0.9047838,0.004916196,0.001243532,0.0007455999,0.0004942329,0.0007144582,0.08329921],"genre_scores_gemma":[0.1613055,0.003176852,0.762674,0.00353207,0.001210677,0.002372192,0.0008770101,0.0003841424,0.06446753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02807057,"threshold_uncertainty_score":0.09390539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02425460496464827,"score_gpt":0.2945460137952903,"score_spread":0.2702914088306421,"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."}}