{"id":"W4386885067","doi":"10.1007/s11097-023-09935-w","title":"Methodological considerations for the mechanistic explanation of illusory representations in the context of psychopathology","year":2023,"lang":"en","type":"article","venue":"Phenomenology and the Cognitive Sciences","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Psychology; Perception; Cognitive psychology; Context (archaeology); Psychopathology; Phenomenology (philosophy); Cognitive science; Illusion; Phenomenon; Epistemology; Neuroscience","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003337027,0.00005423465,0.0001338318,0.0001011725,0.0005959716,0.00001868902,0.0001726271,0.00003329776,0.00004376911],"category_scores_gemma":[0.006718495,0.0000246011,0.00002851687,0.0004480365,0.002872742,0.00005760061,0.00003718537,0.00008506206,0.000004017472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002036292,"about_ca_system_score_gemma":0.00003083667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009214907,"about_ca_topic_score_gemma":0.00002673945,"domain_scores_codex":[0.9981692,0.001199778,0.0001995824,0.0001998817,0.0001111084,0.0001203926],"domain_scores_gemma":[0.978119,0.02161218,0.0001310267,0.00006390719,0.00006551663,0.000008431766],"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":[0.0001074352,0.00003878557,0.00004099255,0.000007920415,0.000004265444,7.826392e-7,0.0145083,0.00001992772,0.02691049,0.9544734,0.00002434846,0.003863376],"study_design_scores_gemma":[0.0009584429,0.0002686263,0.001836634,0.00001006401,0.00002840371,0.00002681359,0.0560791,0.003974901,0.01010101,0.9266513,0.00001677676,0.00004791684],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8639176,0.0003680831,0.08936172,0.03784003,0.0006630711,0.001937385,0.0001275898,0.00004863193,0.005735902],"genre_scores_gemma":[0.9974434,0.0001627489,0.0001767013,0.002010415,0.00001359862,0.0001594283,0.000001392781,0.000001702425,0.00003061352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1335258,"threshold_uncertainty_score":0.9998409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5619445430760459,"score_gpt":0.4877345897638013,"score_spread":0.07420995331224461,"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."}}