{"id":"W2945501331","doi":"10.1088/2053-2571/ab0bb3","title":"Maple","year":2019,"lang":"uk","type":"book","venue":"Morgan & Claypool Publishers eBooks","topic":"Chemical and Environmental Engineering Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Maple; Computer science; Botany; Biology","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006131819,0.001134938,0.00105968,0.0004420363,0.0002548981,0.003336134,0.004787639,0.001153896,0.001934362],"category_scores_gemma":[0.0001180231,0.001149136,0.0005692398,0.0002622614,0.0005326971,0.00123079,0.00332292,0.002677387,0.005898669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001271689,"about_ca_system_score_gemma":0.001046628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001599865,"about_ca_topic_score_gemma":0.000008889846,"domain_scores_codex":[0.9930769,0.00009243016,0.000892801,0.002064771,0.0020345,0.001838555],"domain_scores_gemma":[0.9955091,0.0002719441,0.0002771423,0.002845919,0.0001221207,0.0009737019],"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":[0.00006071834,0.0002099402,0.0003902673,0.001274881,0.0005488112,0.0003846893,0.0009723088,0.0004036376,0.01035833,0.008324743,0.9210734,0.05599826],"study_design_scores_gemma":[0.001334633,0.0002967223,0.0005915595,0.0004035583,0.00007614982,0.000084049,0.00004990961,0.006983891,0.00395613,0.002832327,0.9813648,0.002026278],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004271408,0.0004344186,0.003915788,0.001151338,0.003084027,0.001266552,0.00007154961,0.0005818274,0.9852231],"genre_scores_gemma":[0.02637071,0.00001258853,0.001351808,0.0008337289,0.0009260022,0.00006019332,0.0001543642,0.0002528784,0.9700378],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06029138,"threshold_uncertainty_score":0.9996235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153663376993143,"score_gpt":0.1916590393203398,"score_spread":0.1801224055504084,"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."}}