{"id":"W4401911421","doi":"10.1080/09515089.2024.2393681","title":"Debt-free intelligence: ecological information in minds and machines","year":2024,"lang":"en","type":"article","venue":"Philosophical Psychology","topic":"Reinforcement Learning in Robotics","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Cognitive science; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003720963,0.0001357857,0.0001598967,0.000296238,0.00004101847,0.0001557327,0.0007924052,0.0001959799,0.0000601413],"category_scores_gemma":[0.0002794928,0.0001121621,0.00003649376,0.0004410736,0.0001553275,0.0005848688,0.0004015176,0.0004915523,0.0002357109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002835586,"about_ca_system_score_gemma":0.00002249153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000404433,"about_ca_topic_score_gemma":0.000001815562,"domain_scores_codex":[0.9987896,0.00008251231,0.0003778312,0.0003146328,0.0001733172,0.0002621082],"domain_scores_gemma":[0.9991719,0.0002388107,0.00003816497,0.0004432011,0.00002512315,0.00008286925],"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":[0.00001729494,0.00004599719,0.001285354,0.0000373859,0.00001384042,0.00007519326,0.000527085,0.006352532,0.00002474862,0.8929522,0.0008119384,0.0978564],"study_design_scores_gemma":[0.0001593084,0.0002044373,0.009030313,0.00001732157,0.000002593791,0.00008589954,0.000002730372,0.3785075,0.000006667012,0.6091068,0.002749079,0.0001273217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006742903,0.0003264857,0.859874,0.1136918,0.0008875079,0.0001742102,0.000001065388,0.0002389126,0.01806317],"genre_scores_gemma":[0.9882336,0.00008530918,0.008869356,0.002655444,0.0001091689,0.00001679365,0.000003766601,0.00000523146,0.00002132143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9814907,"threshold_uncertainty_score":0.4573839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03319261259617537,"score_gpt":0.3323698577306866,"score_spread":0.2991772451345113,"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."}}