{"id":"W7030763396","doi":"","title":"Kevin Roy","year":2016,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Education, Innovation and Language Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inflatable; Set (abstract data type); Key (lock); Period (music)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004216277,0.0001968657,0.0002632354,0.00009250335,0.000184381,0.00004872545,0.000289505,0.0002780264,0.9368829],"category_scores_gemma":[0.0004029692,0.0001712908,0.00009556789,0.00001204746,0.0003303204,1.928084e-7,0.00004327896,0.0001251266,0.0120812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006753751,"about_ca_system_score_gemma":0.00008127836,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03303988,"about_ca_topic_score_gemma":0.05032332,"domain_scores_codex":[0.998605,0.0001131778,0.0004293154,0.0001413666,0.000443222,0.0002679403],"domain_scores_gemma":[0.9988032,0.0001285312,0.0004929677,0.0002317291,0.0002597607,0.00008382468],"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":[0.000006926123,0.00002014167,0.000007747613,0.0000887651,0.00003783675,0.000001451781,0.001904989,5.463502e-7,5.220317e-8,0.001321303,0.9911723,0.005437958],"study_design_scores_gemma":[0.0001846067,0.00001817662,0.00001407106,0.0001624662,0.00001829235,0.000001823057,0.002459578,8.143668e-8,0.000001160774,0.00002219888,0.9969059,0.000211677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007048627,0.0003998008,4.445653e-7,0.001635183,0.0007118739,0.0003169783,0.00006406142,0.0002123576,0.9966522],"genre_scores_gemma":[0.0002706901,0.0007852492,0.0003639083,0.0005217674,0.0007353212,0.00001796523,0.00004729799,0.00006337393,0.9971944],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9248017,"threshold_uncertainty_score":0.988688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008998315207192967,"score_gpt":0.2483225545625532,"score_spread":0.2393242393553603,"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."}}