{"id":"W4396840563","doi":"10.1017/9781009282284.003","title":"Generalizing from Models","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Constraint Satisfaction and Optimization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003898587,0.0002524017,0.0002165163,0.0001888815,0.0001178066,0.000183296,0.0005935255,0.0002400946,0.000008001258],"category_scores_gemma":[0.000001229271,0.0003079408,0.0001651388,0.00001040934,0.0000706951,0.0002718383,0.0005226413,0.0003231188,0.00004751643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001611072,"about_ca_system_score_gemma":0.00009568088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001865236,"about_ca_topic_score_gemma":0.000004480344,"domain_scores_codex":[0.9988779,0.00001466974,0.0001417175,0.000581899,0.0002207574,0.0001630149],"domain_scores_gemma":[0.9991169,0.00003306466,0.00009961538,0.0005445986,0.00008504647,0.0001207479],"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":[0.000003433184,0.000001102931,1.432238e-7,0.00001211823,0.00007119297,0.0001584382,0.00005101224,0.0004645874,0.00001646684,0.9850685,0.009276371,0.004876622],"study_design_scores_gemma":[0.0001991763,0.00001052039,0.000001902216,0.0001346379,0.00009300099,0.0000106219,0.00000590811,0.1438076,0.00009190757,0.001335829,0.8538795,0.0004293253],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003996147,0.0001429421,0.3109382,0.00003641832,0.0004446758,0.0001096002,0.0001081333,0.0003205388,0.6878955],"genre_scores_gemma":[0.0004903504,0.0001236839,0.006066443,0.00009904538,0.0001100429,3.022499e-7,0.00003886124,0.00002540027,0.9930459],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9837327,"threshold_uncertainty_score":0.9999373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03040959727699255,"score_gpt":0.1924999437213576,"score_spread":0.1620903464443651,"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."}}