{"id":"W4323321676","doi":"10.37964/cr24765","title":"ADVICE: Leadership lessons and observations","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Advice (programming); Terrain; Path (computing); Management; Public relations; Operations research; Psychology; Political science; Engineering; Computer science; Geography; Cartography; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005987043,0.0008891039,0.0006411579,0.001223301,0.006210811,0.003167079,0.002376794,0.009414341,0.1066553],"category_scores_gemma":[0.06094235,0.0005655101,0.001308479,0.000665408,0.001329323,0.003756372,0.003694824,0.0154962,0.05792043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004470018,"about_ca_system_score_gemma":0.01345784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01861783,"about_ca_topic_score_gemma":0.04696911,"domain_scores_codex":[0.993587,0.002451704,0.0003700777,0.0004231181,0.002069278,0.001098888],"domain_scores_gemma":[0.961967,0.004132671,0.001047797,0.001386487,0.01820761,0.01325847],"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":[0.00001521694,0.00007996743,0.0003197602,0.00004765566,0.000002712447,0.0002256253,0.0007655306,0.0000211706,0.00006248555,0.000228202,0.9857838,0.01244798],"study_design_scores_gemma":[0.00005212545,0.00006939831,0.001223023,0.0005344986,0.00001114609,0.000516589,0.004492381,0.000080785,0.0001487274,0.001283792,0.9915532,0.00003416352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00469842,0.002714784,0.002530297,0.8873644,0.0264743,0.0005986753,0.0009065411,0.001971517,0.07274107],"genre_scores_gemma":[0.02448627,0.004077561,0.007726585,0.6317427,0.01007969,0.0008586951,0.0007015327,0.001098709,0.3192282],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1066553,"threshold_uncertainty_score":0.3567975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4470175258115461,"score_gpt":0.4279169268233893,"score_spread":0.01910059898815675,"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."}}