{"id":"W4411344542","doi":"10.46747/cfp.7106406","title":"Trends colliding","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research; Ontario Medical Association; Queen's University; NOSM University; Institut du Savoir Montfort; Western University","funders":"University of Ottawa","keywords":"Computer science; Data science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002614094,0.0001414507,0.0002661747,0.000437027,0.001059429,0.00001050326,0.0001856352,0.000234221,0.00001760621],"category_scores_gemma":[0.00001433062,0.0001427197,0.00006706947,0.0006445181,0.00002811494,0.00006012301,0.00002377498,0.0004925676,0.0004339674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008026932,"about_ca_system_score_gemma":0.002324234,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1024169,"about_ca_topic_score_gemma":0.2625028,"domain_scores_codex":[0.9982838,0.0002364618,0.0003223171,0.000257673,0.0001038937,0.0007958649],"domain_scores_gemma":[0.9989103,0.0001117477,0.0000656395,0.0003484277,0.0001218033,0.0004420508],"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":[0.000006958152,0.00001706372,0.001970932,0.0003640583,0.00006448389,0.00002471153,0.002135615,0.000002628473,0.0003843795,0.108347,0.6052626,0.2814195],"study_design_scores_gemma":[0.0002190788,0.00001392113,0.02640382,0.0003650605,0.000007626547,2.278346e-8,0.01068127,0.00002519654,0.000004211611,0.0005892462,0.961567,0.0001235356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03366194,0.001331081,0.00001781635,0.008320167,0.001865377,0.0002665002,0.00007382274,0.00008633159,0.9543769],"genre_scores_gemma":[0.808654,0.00003904538,0.00002110893,0.168122,0.0006783549,0.0001207043,0.00002153862,0.00002355487,0.02231975],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9320572,"threshold_uncertainty_score":0.9035602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08617651219680979,"score_gpt":0.4008002154079328,"score_spread":0.314623703211123,"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."}}