{"id":"W7093790036","doi":"","title":"McGill, Alan","year":2023,"lang":"","type":"other","venue":"University of Birmingham Research Portal (University of Birmingham)","topic":"","field":"","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","bibliometrics","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.007534992,0.002087169,0.004371894,0.01379406,0.003825064,0.00008150499,0.008287809,0.003321275,0.07107156],"category_scores_gemma":[0.001093306,0.003332042,0.002753031,0.01075558,0.01412944,0.001727424,0.007437735,0.004844915,0.02227253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001283019,"about_ca_system_score_gemma":0.003235488,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07271421,"about_ca_topic_score_gemma":0.06320731,"domain_scores_codex":[0.9794417,0.002414481,0.001379517,0.004301923,0.007938747,0.004523659],"domain_scores_gemma":[0.9829281,0.002074307,0.003978003,0.00424528,0.004246403,0.002527931],"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":[0.005759397,0.005608496,0.007044334,0.005336456,0.009163318,0.0335167,0.01509688,0.0002317732,0.0172018,0.008946306,0.8502688,0.04182567],"study_design_scores_gemma":[0.007416105,0.002146151,0.003705753,0.005794666,0.001391839,0.0001200149,0.136757,0.001175875,0.0006971465,0.0002908766,0.8373226,0.00318202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09115891,0.001160665,0.0002712218,0.0009667708,0.001519848,0.005968384,0.01698752,0.002482494,0.8794842],"genre_scores_gemma":[0.2692569,0.007184795,0.002580098,0.00001190707,0.0002891921,4.326157e-7,0.0003731816,0.002602574,0.7177008],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1780981,"threshold_uncertainty_score":0.999187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07788400685301415,"score_gpt":0.2992387533485085,"score_spread":0.2213547464954944,"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."}}