{"id":"W4281484078","doi":"10.14293/s2199-1006.1.sor-.ppvxdsl.v1","title":"PsychoEducation Tensor Interventional Poster","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; Tensor (intrinsic definition); Psychology; Cognition; Psychotherapist; Cognitive psychology; Mathematics; Neuroscience; Psychiatry; Pure mathematics; Psychological intervention","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001480012,0.0007519073,0.0003236811,0.0007997646,0.001036835,0.001630786,0.0006004648,0.001342542,0.3665736],"category_scores_gemma":[0.005566812,0.0002904955,0.0005416248,0.0003776082,0.0008419337,0.001142253,0.002197646,0.002751402,0.06566733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000987528,"about_ca_system_score_gemma":0.001124633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003167535,"about_ca_topic_score_gemma":0.0004569159,"domain_scores_codex":[0.9994557,0.0001703644,0.00002781578,0.00009803384,0.0001465471,0.0001015719],"domain_scores_gemma":[0.997699,0.0008240424,0.00008076436,0.0002021555,0.0005043541,0.00068966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001791223,0.0005397268,0.0005100533,0.0005394712,0.00001369617,0.0009438417,0.000671385,0.0009841042,0.0104731,0.04757072,0.7873669,0.1485959],"study_design_scores_gemma":[0.0002546201,0.0004836305,0.001954509,0.0001786893,0.00001309564,0.001157299,0.0002067115,0.001105077,0.004253017,0.02048698,0.9698637,0.00004267613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03062254,0.001874195,0.08666447,0.02867899,0.03043428,0.004080812,0.008580225,0.01034994,0.7987146],"genre_scores_gemma":[0.2205203,0.001930421,0.06485267,0.008102193,0.01009182,0.004590951,0.005505417,0.005616299,0.6787899],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6334264,"threshold_uncertainty_score":0.9035058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.13117344263971,"score_gpt":0.4861578107766925,"score_spread":0.3549843681369825,"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."}}