{"id":"W4391729100","doi":"10.1007/978-3-031-17299-1_3139","title":"Validity, Logical","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Logic, Reasoning, and Knowledge","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005065047,0.001526416,0.001513138,0.003776156,0.004726327,0.01301492,0.002680499,0.003920914,0.0342069],"category_scores_gemma":[0.01383687,0.0009766564,0.0008849861,0.003612884,0.0318523,0.02150472,0.004254492,0.008278768,0.009440814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006418559,"about_ca_system_score_gemma":0.005534041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006942382,"about_ca_topic_score_gemma":0.004806987,"domain_scores_codex":[0.9952368,0.001805507,0.0003037491,0.0009918232,0.001381576,0.000280529],"domain_scores_gemma":[0.9949809,0.002939522,0.0002185017,0.0008909245,0.0008113314,0.0001589392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005676259,0.000005284158,0.00002837298,0.00005458078,0.000002760192,0.00001025163,0.00019132,0.00005688726,0.00002516127,0.985024,0.009783203,0.004812646],"study_design_scores_gemma":[0.000006065771,0.000003048523,0.00003494011,0.00005506021,0.000003354079,0.00003972428,0.0001407356,0.0001497503,0.00003761856,0.9280985,0.07142725,0.00000393345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001649551,0.03628504,0.0585191,0.01988784,0.002644808,0.0001515085,0.0007370798,0.0003137714,0.8798113],"genre_scores_gemma":[0.3807034,0.05117163,0.09181561,0.02399741,0.01371667,0.00163913,0.002653177,0.001374914,0.4329281],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0342069,"threshold_uncertainty_score":0.1144335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09890543414084563,"score_gpt":0.2708248911771428,"score_spread":0.1719194570362972,"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."}}