{"id":"W4285104990","doi":"10.1007/978-3-662-64821-6_2","title":"Preliminaries","year":2022,"lang":"en","type":"book-chapter","venue":"Studies in computational intelligence","topic":"semigroups and automata theory","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Psychology","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"],"consensus_categories":[],"category_scores_codex":[0.0003944552,0.0003209207,0.0004084692,0.0002837963,0.0002296669,0.00006166125,0.001284211,0.00008302712,0.0003606666],"category_scores_gemma":[0.00009188432,0.0003277274,0.0001194548,0.0001334894,0.0003745152,0.0002463869,0.001682853,0.0004684947,0.0001540544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002584799,"about_ca_system_score_gemma":0.0001277218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006074744,"about_ca_topic_score_gemma":0.000006638966,"domain_scores_codex":[0.9979573,0.00004003001,0.000530228,0.0006532096,0.0005754267,0.000243811],"domain_scores_gemma":[0.9978755,0.001266709,0.000221303,0.0004304675,0.0001667729,0.0000393129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004842842,0.00001610136,0.000002659983,0.00004219107,0.00007164206,0.00010658,0.001419069,0.03672466,7.64789e-8,0.9305695,0.00195852,0.02908417],"study_design_scores_gemma":[0.00003282,0.00009134333,0.00001133179,0.0001468775,0.000007255743,0.00004105363,0.0001780164,0.02387815,0.000005345496,0.9094704,0.06580313,0.000334289],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00001382472,0.02901861,0.4822138,0.002100649,0.003688486,0.0005430286,0.000048512,0.0004246451,0.4819484],"genre_scores_gemma":[0.1256637,0.01725776,0.2585104,0.005753527,0.001075678,0.0005294732,0.0002479131,0.0002774477,0.5906841],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2237034,"threshold_uncertainty_score":0.9999175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09760787903452407,"score_gpt":0.3414662935045868,"score_spread":0.2438584144700627,"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."}}