{"id":"W2440981420","doi":"10.1038/laban0512-119b","title":"Response to Protocol Review Scenario: Passing the buck","year":2012,"lang":"en","type":"letter","venue":"Lab Animal","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Protocol (science); Computer science; Medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001900833,0.0005144027,0.0009640263,0.0001311918,0.0001305832,0.00005925167,0.0004850856,0.0007230215,0.00275876],"category_scores_gemma":[0.001431845,0.0003069282,0.0003775411,0.000386524,0.0001602974,0.00007139656,0.0002970104,0.002641575,0.001051439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002272546,"about_ca_system_score_gemma":0.0003223252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000023887,"about_ca_topic_score_gemma":0.000001873503,"domain_scores_codex":[0.996328,0.0007853937,0.0006618987,0.0005705183,0.0008624905,0.0007917203],"domain_scores_gemma":[0.9974958,0.0005569961,0.0002664162,0.001176413,0.0002860189,0.0002183064],"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":[0.001508001,0.00004713846,0.0000955356,0.003129408,0.00005061297,0.0009652511,0.00004682802,2.011445e-9,0.003446262,0.00002334532,0.9891825,0.001505082],"study_design_scores_gemma":[0.0003570258,0.0009270472,0.001195113,0.01009797,0.0002105317,0.0004085501,0.000003461168,2.399099e-7,0.0009082977,0.00001293272,0.9855183,0.0003605662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001107872,0.0009229109,0.00002052131,0.8747287,0.00007545348,0.1146219,0.00003031925,0.0003071222,0.009182309],"genre_scores_gemma":[0.00008242256,0.00007911893,0.002302157,0.8646535,0.003276406,0.120858,0.00003574924,0.000129993,0.008582634],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01007524,"threshold_uncertainty_score":0.9999383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05624392747390708,"score_gpt":0.3614656767881717,"score_spread":0.3052217493142646,"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."}}