{"id":"W4416795364","doi":"10.4324/9781003517597","title":"Reasoning in the Wild","year":2025,"lang":"en","type":"book","venue":"","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"US-UK Fulbright Commission; University of Tennessee, Knoxville; Fulbright Canada; U.S. Department of State","keywords":"Relation (database); Action (physics); Context (archaeology); Inference; Generative grammar; Subject (documents); Deductive reasoning; Abductive reasoning; Reflexive pronoun","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001338421,0.0001036784,0.00009795999,0.00009149165,0.00006483533,0.00004532538,0.0002764085,0.0001072579,0.0001098348],"category_scores_gemma":[0.0002418997,0.00006709309,0.00004564102,0.0000911029,0.00003633301,0.00004301771,0.0000424413,0.0003827163,0.0001663559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003670284,"about_ca_system_score_gemma":0.0001284111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000800283,"about_ca_topic_score_gemma":0.00002705733,"domain_scores_codex":[0.9992671,0.00006024413,0.0001106811,0.0002512637,0.0001754732,0.0001352257],"domain_scores_gemma":[0.9994455,0.0003002845,0.00003488601,0.0001999295,0.000008237226,0.0000111586],"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":[0.000002702776,0.000007669485,7.966701e-7,0.00001311796,4.87788e-7,0.00002629573,0.00006363951,5.961084e-7,0.00001137182,0.8991604,0.09463134,0.006081581],"study_design_scores_gemma":[0.00009707599,0.00001394292,0.000003422059,0.000253409,0.00000920835,0.00001096762,0.00003038275,0.00005661734,0.0002647602,0.6286332,0.3705099,0.0001171139],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001825481,0.00003762536,0.00002239532,0.0004978742,0.0001558933,0.0001395545,0.000005697685,0.00004664093,0.9990925],"genre_scores_gemma":[0.005598471,0.0001171372,0.00003071236,0.008236926,0.0001076119,0.00001622426,0.000009903966,0.000007023747,0.985876],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2758786,"threshold_uncertainty_score":0.2735977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0294168177020146,"score_gpt":0.2702190368137065,"score_spread":0.2408022191116919,"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."}}