{"id":"W7093707446","doi":"","title":"Hinksman, Barrie","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005730622,0.0008076279,0.0005925077,0.001297959,0.002690525,0.004553967,0.0008999042,0.002160095,0.863506],"category_scores_gemma":[0.002806599,0.0005517398,0.0004043298,0.001014796,0.0005934326,0.001622493,0.002168605,0.002074855,0.8074417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000963395,"about_ca_system_score_gemma":0.003135326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006374077,"about_ca_topic_score_gemma":0.02936178,"domain_scores_codex":[0.9995454,0.00004798125,0.00001409808,0.00009229755,0.0001965516,0.0001036294],"domain_scores_gemma":[0.998062,0.000231167,0.00005055992,0.0001575064,0.0004905965,0.001008252],"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":[0.00001709713,0.00001332865,0.00005904688,0.00002323933,6.947463e-7,0.00002118699,0.0000209859,0.00001141543,0.00005560441,0.00155287,0.9671566,0.03106781],"study_design_scores_gemma":[0.00001073558,0.000007925586,0.0002307859,0.00003381414,0.000001555642,0.00002886496,0.00005020225,0.00002062689,0.00005563654,0.0007892844,0.9987674,0.000003204417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002524075,0.0006769337,0.0003987417,0.003240387,0.001356533,0.00005199492,0.001452541,0.001118154,0.9914521],"genre_scores_gemma":[0.0005339184,0.000181005,0.0001232827,0.0004535397,0.00006610021,0.00001693916,0.0002430113,0.0002215555,0.9981607],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.136494,"threshold_uncertainty_score":0.1946921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06854338099356404,"score_gpt":0.2962951266972966,"score_spread":0.2277517457037326,"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."}}