{"id":"W7041428686","doi":"","title":"Simpson, Barrie","year":2012,"lang":"en","type":"other","venue":"Research Portal (King's College London)","topic":"Diverse Scientific Research Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.01126943,0.0007724079,0.001324202,0.002631116,0.003025211,0.0001067858,0.002015694,0.001312503,0.2059573],"category_scores_gemma":[0.004118913,0.0006625726,0.0003626725,0.002731694,0.001609372,0.0003224387,0.003286799,0.005481636,0.04412614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005441548,"about_ca_system_score_gemma":0.003024204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002858768,"about_ca_topic_score_gemma":0.005218093,"domain_scores_codex":[0.9832746,0.003218675,0.001107062,0.001559733,0.005584817,0.005255084],"domain_scores_gemma":[0.9922048,0.002093693,0.0005566969,0.002187987,0.001318946,0.001637886],"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":[0.00007065244,0.0001746322,0.003717598,0.001107193,0.0003373176,0.0006268261,0.0005661044,2.082792e-7,0.000031839,0.01362967,0.9788911,0.0008468558],"study_design_scores_gemma":[0.001161589,0.0001054666,0.0006238417,0.001378208,0.00003690087,0.000005076471,0.004947304,0.00001281896,0.00001171905,0.0004131651,0.9907064,0.0005975102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008535477,0.004826259,0.00001004695,0.001119115,0.004561368,0.005382727,0.002470403,0.0006374676,0.9809073],"genre_scores_gemma":[0.005612627,0.001887268,0.0002496642,0.0002151648,0.003978486,0.001242632,0.0002789477,0.0009863178,0.9855489],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1618311,"threshold_uncertainty_score":0.999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1527862577075465,"score_gpt":0.489388386123995,"score_spread":0.3366021284164485,"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."}}