{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009289338,0.0001845432,0.0004172533,0.0006068306,0.001047745,0.0000283755,0.0003204703,0.0002043473,0.0001609425],"category_scores_gemma":[0.0003397771,0.0001789073,0.0001270998,0.0008379588,0.0001815226,0.000388356,0.00001940293,0.001139812,0.0003883815],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005092924,"about_ca_system_score_gemma":0.008427417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002900802,"about_ca_topic_score_gemma":0.0506446,"domain_scores_codex":[0.9975224,0.0002899045,0.0006332579,0.000183795,0.000236618,0.00113405],"domain_scores_gemma":[0.9973271,0.0007024868,0.0003835761,0.0002414495,0.0003161783,0.001029197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002754735,0.00001266258,0.08075295,0.0008286646,0.00009625071,0.0001913904,0.01618371,0.00001443341,0.0002818438,0.01884894,0.8699408,0.01282083],"study_design_scores_gemma":[0.001201225,0.0001451694,0.5817477,0.0006225942,0.00009641056,0.00001513412,0.1030134,0.00003316284,0.00002239933,0.006748156,0.3059707,0.0003839923],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1268296,0.003957933,0.00005847372,0.8408373,0.003460183,0.0006435501,0.0001417472,0.0001966455,0.02387459],"genre_scores_gemma":[0.8688335,0.00008929841,0.0002235163,0.1191561,0.002009565,0.00001736359,0.00003238802,0.00006621469,0.00957203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7420039,"threshold_uncertainty_score":0.9971939,"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."}}