{"id":"W4387610420","doi":"10.46747/cfp.6910735","title":"Progress and hope in challenging times","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presidency; Column (typography); Computer science; Operations research; Data science; Medical education; Political science; Medicine; Law; Telecommunications; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002861916,0.0001302084,0.0002488709,0.0004393182,0.0004947697,0.00001009039,0.0001312082,0.0001213426,0.00001038783],"category_scores_gemma":[0.00001219182,0.0001331904,0.00002753868,0.0005627737,0.00005127009,0.0001454373,0.00005560624,0.0003936237,0.0007835911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000521715,"about_ca_system_score_gemma":0.001576603,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0192085,"about_ca_topic_score_gemma":0.05563736,"domain_scores_codex":[0.9983625,0.0001133143,0.000243068,0.0002484053,0.0001062861,0.0009263648],"domain_scores_gemma":[0.9991633,0.0001317415,0.00004829112,0.0002150374,0.00003856084,0.0004030941],"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":[0.00001850158,0.00002107243,0.06246406,0.0007457114,0.00003440715,0.0002971432,0.00384548,0.000006884347,0.00008159317,0.03185906,0.6393272,0.2612989],"study_design_scores_gemma":[0.0004146529,0.00002183827,0.4482671,0.0001377925,0.000004850132,8.71544e-8,0.004103689,0.0001309872,0.000001400235,0.001368355,0.54536,0.0001892493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3315951,0.003553001,0.000001212279,0.05009678,0.001091796,0.001201176,0.0001040788,0.0003202696,0.6120366],"genre_scores_gemma":[0.6405327,0.0004608466,0.00003322409,0.3555641,0.0004602408,0.0002095372,0.00007208034,0.00005428315,0.002613018],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6094236,"threshold_uncertainty_score":0.9999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05032147486940826,"score_gpt":0.3670273456408022,"score_spread":0.316705870771394,"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."}}