{"id":"W4388325783","doi":"10.1093/oso/9780198507352.003.0011","title":"Inference","year":2003,"lang":"en","type":"book-chapter","venue":"","topic":"Cognitive Science and Education Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Unconscious mind; Variety (cybernetics); Stairs; Inference; Perception; Computer science; Psychology; Communication; Cognitive science; Artificial intelligence; Psychoanalysis; Engineering; Neuroscience","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001167385,0.0001241427,0.0001010951,0.0001477155,0.0001074372,0.00007807509,0.0002698572,0.00008628906,0.0308268],"category_scores_gemma":[0.0006869209,0.0001034552,0.00005103265,0.00005513443,0.0002360379,0.0000886342,0.00005935562,0.0002589333,0.008533697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002833403,"about_ca_system_score_gemma":0.0002003941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003123162,"about_ca_topic_score_gemma":0.000003618211,"domain_scores_codex":[0.9988239,0.00001541343,0.0001155858,0.0004129574,0.0004199333,0.0002121668],"domain_scores_gemma":[0.9992557,0.0002706856,0.00004023918,0.0002332619,0.00008555045,0.0001146198],"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":[0.000001588914,0.0000121135,0.000007576528,0.00000614469,9.315665e-7,0.00001039133,0.00003514651,1.507398e-7,0.002494743,0.9448573,0.03361394,0.01896],"study_design_scores_gemma":[0.0000366794,0.00002565035,0.000009749315,0.00001851004,0.000002050281,0.000006342285,0.000008457504,0.000005457386,0.01229983,0.06875724,0.9186587,0.0001713818],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003869026,0.00001554924,0.0001070736,0.0008789479,0.0002662905,0.0001321435,0.000006862615,0.00003596814,0.9985185],"genre_scores_gemma":[0.005415853,0.0002069962,0.00003359799,0.0043952,0.00004780289,0.000006227587,0.000001339575,0.00001218307,0.9898808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8850447,"threshold_uncertainty_score":0.9922383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2121172041765531,"score_gpt":0.4007221424847342,"score_spread":0.1886049383081811,"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."}}