{"id":"W4324044773","doi":"10.14293/s2199-1006.1.sor-.pp5rvq1.v3","title":"PsychoEducation Tensor as a Model of Cognitive Physics","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Mind wandering and attention","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Camosun College","funders":"","keywords":"Perplexity; Psychoeducation; Cognition; Component (thermodynamics); Psychology; Computer science; Cognitive psychology; Cognitive science; Physics; Artificial intelligence; Quantum mechanics; Intervention (counseling); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007644996,0.0006505418,0.0003978334,0.001144237,0.0007171182,0.002375814,0.0009584365,0.000873629,0.005876866],"category_scores_gemma":[0.001214183,0.0002211725,0.0008760982,0.0007887576,0.003685917,0.003448504,0.001321762,0.001519955,0.0007727134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001553298,"about_ca_system_score_gemma":0.001346205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002628014,"about_ca_topic_score_gemma":0.0008791784,"domain_scores_codex":[0.999396,0.000194757,0.00002612525,0.00009652098,0.0001920571,0.0000946662],"domain_scores_gemma":[0.9993588,0.0001469032,0.00009785424,0.0001112489,0.000168964,0.0001163325],"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":[0.00000898822,0.0000118093,0.00008912157,0.00001600036,0.000004073977,0.00003804961,0.0001409342,0.001815131,0.0005312111,0.9946138,0.0003932758,0.002337427],"study_design_scores_gemma":[0.00001278591,0.00003412777,0.0003410587,0.00000866107,0.000005137008,0.00008207651,0.00007877113,0.03121556,0.0002542169,0.9623339,0.005622533,0.00001127595],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1616405,0.002208804,0.6363484,0.006494458,0.0006493644,0.0001860323,0.0006339771,0.000586996,0.1912515],"genre_scores_gemma":[0.877552,0.0009184196,0.09367733,0.0005147491,0.0004346896,0.0002246993,0.0002544448,0.0001148899,0.02630884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005876866,"threshold_uncertainty_score":0.01966006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2382041623402698,"score_gpt":0.3845405653589831,"score_spread":0.1463364030187133,"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."}}