{"id":"W7115706251","doi":"10.1007/978-3-031-70581-6_3-1","title":"Environmental Motivation and Action","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Action (physics); Embodied cognition; Work (physics); Cognition; Sustainability; State (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":[0.0002000995,0.0006544125,0.000285183,0.0004353981,0.0007171921,0.002073618,0.0005485025,0.001227137,0.02803282],"category_scores_gemma":[0.0003335992,0.0001771362,0.000170775,0.0005289165,0.002102195,0.002153379,0.001072117,0.001607906,0.006301187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009673767,"about_ca_system_score_gemma":0.0007869296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001565658,"about_ca_topic_score_gemma":0.005085668,"domain_scores_codex":[0.9998987,0.00002965616,0.000002438057,0.00001781909,0.00004012283,0.00001124864],"domain_scores_gemma":[0.999949,0.00002371927,0.000003400826,0.000006164311,0.000008996449,0.00000868057],"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":[0.000007224642,0.00002848846,0.00006458497,0.00009478331,0.000003346394,0.00004144786,0.0006023769,0.0003347089,0.0003346831,0.8539971,0.06235282,0.08213842],"study_design_scores_gemma":[0.000002173019,0.000009652445,0.0003685564,0.0001704975,0.000002295536,0.00008752453,0.0003427282,0.0002640115,0.0001132782,0.3821025,0.6165314,0.000005364847],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008923012,0.01103673,0.0066285,0.001771637,0.000521213,0.00001110706,0.00002811612,0.0000307195,0.9790797],"genre_scores_gemma":[0.03331441,0.009558138,0.003399071,0.0009303379,0.0004448197,0.00006767881,0.00006378935,0.00006295012,0.9521589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02803282,"threshold_uncertainty_score":0.09377909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04765129727858128,"score_gpt":0.2431935376726304,"score_spread":0.1955422403940492,"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."}}