{"id":"W4220984102","doi":"10.14293/s2199-1006.1.sor-.ppc0ybq.v1","title":"PsychoEducation Tensor Basics","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Psychoeducation; Cognition; Tensor (intrinsic definition); Psychology; Cognitive psychology; Computer science; Cognitive science; Neuroscience; Mathematics; Pure mathematics; Psychiatry","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":[0.001680909,0.001113264,0.000600345,0.001100152,0.0006049074,0.002641806,0.001778287,0.000762356,0.06899923],"category_scores_gemma":[0.007473783,0.0005329484,0.0009807069,0.001108881,0.0007172908,0.00219033,0.00202952,0.002247397,0.01948577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000533645,"about_ca_system_score_gemma":0.001179114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001969793,"about_ca_topic_score_gemma":0.001523755,"domain_scores_codex":[0.9991252,0.000233562,0.00009727929,0.0001364781,0.0003231866,0.00008438232],"domain_scores_gemma":[0.9980668,0.0004864636,0.000160782,0.0004710509,0.0006823586,0.0001325214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003209935,0.0001896936,0.001977704,0.0007478027,0.00005445387,0.0003305452,0.0007930555,0.01552288,0.01073527,0.3824498,0.11367,0.4732078],"study_design_scores_gemma":[0.0001263826,0.0001584304,0.002199794,0.0001941742,0.0000395377,0.0006494824,0.0003010115,0.1213423,0.01551397,0.3016161,0.5577465,0.0001122762],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004059151,0.0003851505,0.9585831,0.0007101197,0.0002721381,0.0003342154,0.004821049,0.01107137,0.01976363],"genre_scores_gemma":[0.100215,0.001122392,0.8499671,0.0004394815,0.0004601447,0.001649349,0.009455198,0.008155482,0.0285359],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06899923,"threshold_uncertainty_score":0.2308254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1328063885915058,"score_gpt":0.485141319132464,"score_spread":0.3523349305409582,"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."}}