{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008643291,0.001066248,0.0009524907,0.00161965,0.03423249,0.02501461,0.002303824,0.00777987,0.04324488],"category_scores_gemma":[0.0280782,0.0005344215,0.0007545976,0.001261556,0.02401135,0.02125914,0.02072389,0.02269757,0.01391259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0141693,"about_ca_system_score_gemma":0.03861539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05364722,"about_ca_topic_score_gemma":0.1217811,"domain_scores_codex":[0.9905889,0.002552986,0.0001809709,0.0005369078,0.002063644,0.004076513],"domain_scores_gemma":[0.9672783,0.001998427,0.001000434,0.0008239713,0.003606535,0.02529232],"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":[0.00002409262,0.00004441024,0.0006543421,0.00007349147,0.0000153144,0.0004689591,0.02061513,0.00005135211,0.0000668676,0.07117219,0.8795167,0.02729721],"study_design_scores_gemma":[0.00001117519,0.00001807078,0.000730349,0.0003935435,0.000005120034,0.0003056742,0.06494401,0.00004639705,0.00005103131,0.04405257,0.8893988,0.00004336431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005358841,0.008894893,0.001404039,0.8067496,0.02552246,0.00004616093,0.0002238294,0.0003230773,0.1514771],"genre_scores_gemma":[0.3556719,0.02459971,0.006025314,0.3492581,0.01488546,0.0003941345,0.000836966,0.001278162,0.2470503],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05364722,"threshold_uncertainty_score":0.1446685,"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."}}