{"id":"W1492613679","doi":"","title":"Physician shortage a personal issue for CMA's incoming president","year":2002,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Presidency; Term (time); Operations research; Medicine; Computer science; Medical education; Political science; Law; Engineering; Politics; Philosophy; Government (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.002970619,0.0007456217,0.0007374423,0.001077084,0.009416841,0.005452348,0.001056223,0.01480456,0.0356825],"category_scores_gemma":[0.01447912,0.0004905412,0.0006864814,0.001142932,0.002168192,0.003420707,0.001335113,0.01606155,0.007752349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007383583,"about_ca_system_score_gemma":0.02284881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09570083,"about_ca_topic_score_gemma":0.2556278,"domain_scores_codex":[0.9982033,0.0002292269,0.0001170902,0.0001347985,0.0008284467,0.000487175],"domain_scores_gemma":[0.9834297,0.002401555,0.0005386049,0.0002717362,0.005838837,0.007519606],"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":[0.000002999469,0.000005044009,0.0001476797,0.00001255174,0.000001372364,0.00005667572,0.00002992088,0.000004001908,0.00001640757,0.0001592411,0.9969626,0.002601446],"study_design_scores_gemma":[0.00001348645,0.00001783089,0.00255441,0.0002211351,0.000009696291,0.0002966934,0.0008448376,0.00003024273,0.00004763419,0.0003713866,0.9955752,0.00001744041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000413293,0.005543818,0.00003738983,0.9099157,0.07322575,0.00001429322,0.0001031107,0.00003928909,0.0107073],"genre_scores_gemma":[0.01140486,0.01386562,0.0003917544,0.7117641,0.1153321,0.00004549636,0.0002100863,0.000126644,0.1468593],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09570083,"threshold_uncertainty_score":0.1902876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03209187280290881,"score_gpt":0.2491721890956835,"score_spread":0.2170803162927747,"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."}}