{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009074012,0.0001366935,0.0001069673,0.0003678369,0.0003141956,0.0002200149,0.00008972605,0.0000866517,0.00008813784],"category_scores_gemma":[0.001880995,0.0001436528,0.00003059722,0.001294111,0.00004079134,0.001572229,0.00002997936,0.0001193312,0.001849101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007644043,"about_ca_system_score_gemma":0.0003810564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008149225,"about_ca_topic_score_gemma":0.00001155703,"domain_scores_codex":[0.9988212,0.0000973928,0.0003385819,0.0003155071,0.0002079956,0.0002193381],"domain_scores_gemma":[0.9984441,0.0001759455,0.0002503917,0.0002292874,0.0008178608,0.00008246104],"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":[0.0001132639,0.0003218877,0.0003559869,0.0000381032,0.00003581449,4.741179e-7,0.0009953915,0.0000773733,0.03556529,0.1998938,0.6209686,0.141634],"study_design_scores_gemma":[0.0004008616,0.0001035049,0.00230934,0.000006617455,0.00003075838,0.00002910219,0.0007784045,0.002545634,0.002583302,0.001718171,0.9893059,0.0001883853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9072828,0.0003248743,0.001907163,0.03480665,0.003189205,0.001479445,0.00008899466,0.0009050388,0.05001587],"genre_scores_gemma":[0.9099996,0.0001072057,0.02436747,0.02096767,0.0026329,0.0009480186,0.001898672,0.0001568741,0.03892161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3683373,"threshold_uncertainty_score":0.9989281,"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."}}