{"id":"W1939952675","doi":"","title":"Perceived shortage of family doctors in Quebec: can we do something about it?","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire de Gériatrie de Montréal","funders":"","keywords":"Rationalization (economics); Economic shortage; Consumption (sociology); Health care; Data science; Medicine; Computer science; Political science; Sociology; Social science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001552444,0.0001578722,0.0002735333,0.0007599653,0.003518826,0.001865883,0.001579132,0.001587476,0.01061469],"category_scores_gemma":[0.007451328,0.0001856251,0.0003097077,0.002217774,0.001725978,0.00160317,0.0008228547,0.001996838,0.0003907849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05010645,"about_ca_system_score_gemma":0.05753596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9916677,"about_ca_topic_score_gemma":0.9962381,"domain_scores_codex":[0.998654,0.0002729203,0.00005957709,0.0001072896,0.0003608072,0.0005454501],"domain_scores_gemma":[0.9903082,0.001066333,0.001842577,0.0001261887,0.002638897,0.004017805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001445735,0.0001508628,0.8516334,0.0005503899,0.0001050229,0.00101811,0.01064679,0.0004001526,0.0003965105,0.004550789,0.08367417,0.04672927],"study_design_scores_gemma":[0.00002723541,0.00004185132,0.9700557,0.000471065,0.00003239186,0.0001780269,0.01340503,0.0004923366,0.00005179553,0.0003528793,0.01485297,0.00003867788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6732661,0.01022376,0.0003114109,0.2936091,0.0006521947,0.00006897488,0.004135787,0.00003564099,0.01769704],"genre_scores_gemma":[0.9824082,0.002373703,0.0001697523,0.01076761,0.0001444221,0.00002279292,0.0004304928,0.00001009221,0.003672968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05010645,"threshold_uncertainty_score":0.3635495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07907590066713542,"score_gpt":0.399332329410806,"score_spread":0.3202564287436706,"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."}}