{"id":"W4394713651","doi":"10.1038/s44271-024-00077-6","title":"Defining key concepts for mental state attribution","year":2024,"lang":"en","type":"article","venue":"Communications Psychology","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Kwantlen Polytechnic University","funders":"","keywords":"Terminology; Attribution; Key (lock); Consistency (knowledge bases); State (computer science); Set (abstract data type); Mental state; Computer science; Mental health; Data science; Management science; Knowledge management; Psychology; Cognitive science; Social psychology; Artificial intelligence; Computer security; Engineering; Linguistics; Psychotherapist; Algorithm","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":[0.0264442,0.002023596,0.001251763,0.01200728,0.007323212,0.01387619,0.004813707,0.00603207,0.007550189],"category_scores_gemma":[0.040159,0.0009290263,0.002337031,0.00945622,0.03368839,0.02450335,0.008670439,0.01363328,0.00165598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007127922,"about_ca_system_score_gemma":0.006936283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004245097,"about_ca_topic_score_gemma":0.002164459,"domain_scores_codex":[0.9819357,0.009984038,0.002722974,0.002011514,0.002128288,0.001217488],"domain_scores_gemma":[0.9673012,0.02207854,0.003196041,0.002054776,0.004184407,0.001184976],"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":[0.000020708,0.00001401154,0.0005692212,0.0003061921,0.00001119319,0.0001022641,0.01115927,0.0001933497,0.0002175218,0.9656489,0.002306826,0.01945045],"study_design_scores_gemma":[0.00001604233,0.00003761959,0.001492771,0.001392163,0.00002729546,0.0006325174,0.009866915,0.001755991,0.0006953214,0.9116147,0.07239008,0.00007867652],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01711782,0.02147449,0.786319,0.05386491,0.005337398,0.001238053,0.0008430047,0.0007355287,0.1130698],"genre_scores_gemma":[0.4842082,0.01638134,0.4765773,0.007731867,0.002538231,0.004136039,0.001029546,0.0005073299,0.006890115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0264442,"threshold_uncertainty_score":0.1398519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1320188024471481,"score_gpt":0.535396739224778,"score_spread":0.40337793677763,"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."}}