{"id":"W3003998109","doi":"10.31234/osf.io/mksx2","title":"Tractable embodied computation needs embeddedness","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Embodied cognition; Embeddedness; Computation; Computer science; Core (optical fiber); Theoretical computer science; Sociology; Artificial intelligence; Algorithm; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000173544,0.0003336393,0.0003786065,0.0003166119,0.0001261756,0.0002470455,0.000370507,0.0003587632,0.0003618252],"category_scores_gemma":[0.0001502784,0.0003155895,0.0001611536,0.0002390586,0.00006049444,0.0002195361,0.0003905372,0.0007093798,0.001616208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007550975,"about_ca_system_score_gemma":0.0001537735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004745812,"about_ca_topic_score_gemma":0.000004425945,"domain_scores_codex":[0.9979702,0.0001365586,0.0003703237,0.0006994798,0.000431971,0.0003914873],"domain_scores_gemma":[0.9989437,0.0002128899,0.0002294251,0.0004135552,0.00009898046,0.0001014555],"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":[0.0003089658,0.001129045,0.0001842462,0.001686335,0.00006895101,0.00008672279,0.003943895,0.09089419,0.03174658,0.781272,0.02821226,0.0604668],"study_design_scores_gemma":[0.001192127,0.000118349,0.0000848288,0.0002830171,0.0001035648,0.00004384436,0.0006898207,0.1118916,0.07972333,0.8017234,0.002805585,0.001340485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01935113,0.00002698405,0.009104619,0.0003502951,0.003022604,0.0006655161,0.00004827432,0.0005129494,0.9669176],"genre_scores_gemma":[0.99031,0.00005865359,0.0005731797,0.00136706,0.0002277191,0.00005035949,0.0001204691,0.00004624327,0.007246327],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9709589,"threshold_uncertainty_score":0.9999296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05861550194590076,"score_gpt":0.3039813176578856,"score_spread":0.2453658157119848,"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."}}