{"id":"W3033936397","doi":"10.14745/ccdr.v46i06a01","title":"Precision public health: Dream or reality?","year":2020,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McMaster University","funders":"","keywords":"Dream; Psychology; Computer science; Psychotherapist","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1081229,0.001597486,0.004517712,0.003746504,0.01077828,0.03023057,0.006511758,0.02975923,0.01846593],"category_scores_gemma":[0.1583702,0.001421029,0.001915455,0.003516857,0.07782075,0.05660033,0.0166466,0.05360284,0.004131839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02540119,"about_ca_system_score_gemma":0.1223145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1097023,"about_ca_topic_score_gemma":0.08892317,"domain_scores_codex":[0.9658051,0.01464341,0.002095419,0.003083911,0.009131156,0.005240949],"domain_scores_gemma":[0.7630101,0.1366379,0.006645192,0.01715559,0.0461541,0.03039712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001893363,0.0001320831,0.001646188,0.0012289,0.0001456756,0.0001308724,0.002378785,0.0004779776,0.0001730066,0.4503107,0.4836055,0.05958091],"study_design_scores_gemma":[0.0001560442,0.00009702383,0.001506867,0.003970349,0.0001149535,0.0001410745,0.009718147,0.0003734884,0.0002386355,0.5082375,0.475265,0.0001808636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002100535,0.02114733,0.0007665755,0.9698888,0.004742772,0.00000481019,0.00009060484,0.00003933295,0.003109658],"genre_scores_gemma":[0.1121167,0.08094378,0.008317844,0.7540531,0.03486899,0.0001582893,0.0004180909,0.0002250862,0.008898191],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1097023,"threshold_uncertainty_score":0.5718156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2797911987217637,"score_gpt":0.4798590202363469,"score_spread":0.2000678215145831,"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."}}