{"id":"W2496547692","doi":"10.1007/978-3-319-28755-3_20","title":"Certainty Now Uncertain","year":2016,"lang":"en","type":"book-chapter","venue":"Evolutionary Bioinformatics","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Brain size; Cognitive science; Subjectivity; Cognitive psychology; Scale (ratio); Computer science; Psychology; Epistemology; Philosophy; Physics; Medicine","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001272826,0.0004499948,0.0003346906,0.0002773309,0.00031804,0.00004485189,0.0004026798,0.0004350146,0.001607183],"category_scores_gemma":[0.0001869709,0.0003574244,0.0002378481,0.00005306354,0.0003300752,0.0004840229,0.0001783907,0.0004207708,0.01269847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003089,"about_ca_system_score_gemma":0.000221287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.948096e-7,"about_ca_topic_score_gemma":0.00000200243,"domain_scores_codex":[0.9978568,0.00002292676,0.0006596644,0.0003466736,0.0006644976,0.0004494173],"domain_scores_gemma":[0.9984992,0.0002785626,0.0004129304,0.000510008,0.0001244883,0.0001748818],"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":[0.00002861095,0.00001462741,0.000001016432,0.00009138894,0.00001249234,0.0000236928,0.00006379414,0.00001029169,0.00004084292,0.9392092,0.04740173,0.01310237],"study_design_scores_gemma":[0.0002919324,0.00007454645,0.00000250759,0.0002823654,0.00002927344,0.0001258288,0.00001205023,0.002216734,0.0001071176,0.5591788,0.4372025,0.0004764257],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001369896,0.0001187371,0.0008175574,0.0007149881,0.0007230216,0.0003468873,0.0006711661,0.0002835199,0.9963228],"genre_scores_gemma":[0.002957234,0.001296937,0.0027488,0.002102183,0.0007138711,0.00002493405,0.0002098885,0.00008602916,0.9898601],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3898008,"threshold_uncertainty_score":0.9998878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03550315698666051,"score_gpt":0.2468478220426832,"score_spread":0.2113446650560226,"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."}}