{"id":"W7074223637","doi":"","title":"Perceptual inference in chronic pain an investigation into the economy of action hypothesis","year":2016,"lang":"en","type":"other","venue":"The University of Bath Online Publications Store (The University of Bath)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Chronic pain; Perception; Inference; Action (physics); Chronic disease; Multidimensional scaling; Statistical inference; Statistical hypothesis testing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003132176,0.0001627124,0.0002523179,0.0001886805,0.0002522787,0.000007874702,0.001047277,0.00008754888,0.001773471],"category_scores_gemma":[0.00002045049,0.0001203709,0.0001469183,0.0003037278,0.001374998,0.0002012023,0.0001761149,0.0002184864,0.0000268048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001573738,"about_ca_system_score_gemma":0.0004624939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003422644,"about_ca_topic_score_gemma":0.001313148,"domain_scores_codex":[0.9989623,0.0003555835,0.0001571382,0.0002260346,0.000163701,0.000135208],"domain_scores_gemma":[0.9981072,0.0006070402,0.0005014911,0.0005329973,0.0001960094,0.00005527338],"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":[0.00009008239,0.0006214279,0.001903372,0.000114898,0.0004246057,3.082916e-7,0.01899689,0.001403597,0.0004293247,0.8474779,0.02098349,0.1075541],"study_design_scores_gemma":[0.003267869,0.0005606702,0.03833717,0.0008025944,0.0009415538,8.157248e-7,0.1060598,0.02390925,0.0001733165,0.3365683,0.4881168,0.00126178],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4361249,0.0003140141,0.2073825,0.04725189,0.0002895983,0.003538624,0.002716065,0.0003121614,0.3020703],"genre_scores_gemma":[0.9655746,0.00003999979,0.00101575,0.00003522538,0.0001793205,3.742489e-7,0.0002852517,0.00003752109,0.03283194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5294497,"threshold_uncertainty_score":0.9991391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01689879773082023,"score_gpt":0.2237476568943127,"score_spread":0.2068488591634925,"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."}}