{"id":"W4396906877","doi":"10.46747/cfp.7005360","title":"Capitalizing on opportunities for progress","year":2024,"lang":"en","type":"editorial","venue":"Canadian Family Physician","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History; Face (sociological concept); Political science; Term (time); Library science; Computer science; Sociology; Physics; Astronomy; Social science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003115574,0.0004805558,0.000457295,0.0004536219,0.0001880697,0.0001574935,0.0005088365,0.0008590071,0.00001172124],"category_scores_gemma":[0.00003114519,0.0005031675,0.0001799711,0.0001284414,0.00009612182,0.00004119513,0.00002919584,0.0009206471,0.0007256442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008816398,"about_ca_system_score_gemma":0.001842449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003425243,"about_ca_topic_score_gemma":0.0007645864,"domain_scores_codex":[0.9973499,0.00004851356,0.0003471837,0.0007624665,0.0004207713,0.001071149],"domain_scores_gemma":[0.9984108,0.000272858,0.0001252324,0.0004537533,0.0001236476,0.0006137379],"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":[0.00001274526,0.00001661845,2.30026e-7,0.0001771708,0.0002455636,0.0001441579,0.0004966992,3.574123e-7,0.000001669444,0.005309369,0.9387348,0.05486061],"study_design_scores_gemma":[0.0002300313,0.0001132081,0.000005253052,0.0007341997,0.00008645301,1.037375e-7,0.001953796,0.000002250742,0.000004201284,0.0005798278,0.9957384,0.0005522989],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007514339,0.002664482,0.000001085104,0.0003491119,0.7404068,0.000418698,0.00179977,0.000106279,0.2541786],"genre_scores_gemma":[0.0001670113,0.00005421795,0.00003599614,0.009696149,0.9090175,0.001022005,0.001816401,0.0002199599,0.07797074],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1762079,"threshold_uncertainty_score":0.999742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06672478458313613,"score_gpt":0.3200861563614214,"score_spread":0.2533613717782853,"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."}}