{"id":"W4376279587","doi":"10.1177/17557380231159932","title":"Top tips","year":2023,"lang":"en","type":"article","venue":"InnovAiT Education and inspiration for general practice","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Prince County Hospital","funders":"","keywords":"Psychology; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004348912,0.001339242,0.0009566716,0.001931926,0.003082536,0.01072452,0.002288575,0.008656858,0.5608709],"category_scores_gemma":[0.03530338,0.0004918011,0.001557603,0.001062027,0.00173271,0.006181203,0.008406353,0.01016687,0.4909187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00159478,"about_ca_system_score_gemma":0.007310515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002096972,"about_ca_topic_score_gemma":0.007999327,"domain_scores_codex":[0.9938433,0.0009373356,0.0002423084,0.0005446395,0.003250047,0.001182411],"domain_scores_gemma":[0.9756716,0.002448835,0.0007377218,0.001506064,0.00868276,0.01095304],"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":[0.000007949776,0.00001456957,0.0000834527,0.00005341018,0.000001774662,0.00002835942,0.00002394467,0.000006400472,0.00003158033,0.001219369,0.9636775,0.03485183],"study_design_scores_gemma":[0.00001217044,0.00001382825,0.0001857591,0.0001735191,0.000003327002,0.0001005117,0.0001150165,0.00001213173,0.00003872953,0.003093311,0.9962437,0.000008049008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0005790225,0.006402457,0.004098719,0.3367332,0.1246189,0.0002412188,0.001908835,0.003540383,0.5218773],"genre_scores_gemma":[0.00469278,0.004436894,0.004709126,0.2443398,0.03759026,0.0002680311,0.001610712,0.001499764,0.7008527],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5608709,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04359271290748285,"score_gpt":0.3831098587927956,"score_spread":0.3395171458853127,"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."}}