{"id":"W2171749513","doi":"","title":"Becoming a general practitioner: where's the joy in that?","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General practice; Data science; Computer science; Medical education; World Wide Web; Medicine; Family medicine","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":[0.007129164,0.0005341435,0.001029166,0.0009212116,0.007222458,0.007875503,0.001340678,0.01184193,0.009426747],"category_scores_gemma":[0.02352886,0.0003077777,0.0004528102,0.001628895,0.008185079,0.01271439,0.004745878,0.01588021,0.003402367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003926139,"about_ca_system_score_gemma":0.008140783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008793178,"about_ca_topic_score_gemma":0.02674295,"domain_scores_codex":[0.9934286,0.003099878,0.0002994386,0.0004426315,0.001867008,0.0008624503],"domain_scores_gemma":[0.9814617,0.006509915,0.001458238,0.0003446743,0.002261188,0.007964226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002070751,0.0002008037,0.007455276,0.002895354,0.00004959329,0.003245585,0.02135392,0.00006158627,0.0007663391,0.02432858,0.7026764,0.2367594],"study_design_scores_gemma":[0.00009912117,0.0003869675,0.02014135,0.007434128,0.00006924249,0.01164926,0.1360727,0.0001675088,0.0002617979,0.03103146,0.7924275,0.0002589011],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002849625,0.03266561,0.0004727992,0.944227,0.01379178,0.000009864446,0.00002717434,0.00002115661,0.005934989],"genre_scores_gemma":[0.1488926,0.1437192,0.002969316,0.6386711,0.05311639,0.00005789203,0.00007795634,0.0001213548,0.01237414],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01184193,"threshold_uncertainty_score":0.03770304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1055924929527986,"score_gpt":0.4084099356663494,"score_spread":0.3028174427135507,"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."}}