{"id":"W4220896055","doi":"10.1016/j.cobeha.2022.101109","title":"Transient nature of stable behavioural patterns, and how we can respect it","year":2022,"lang":"en","type":"article","venue":"Current Opinion in Behavioral Sciences","topic":"Mental Health Research Topics","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Neurochemical; Temperament; Rotation formalisms in three dimensions; Psychology; Generative grammar; Psychopathology; Constructivism (international relations); Cognitive psychology; Process (computing); Cognitive science; Neuroscience; Artificial intelligence; Computer science; Social psychology; Clinical psychology","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":[0.002024524,0.000227162,0.0005203644,0.0005330441,0.0006870538,0.002736726,0.001026138,0.001378737,0.004679625],"category_scores_gemma":[0.01344552,0.00026477,0.0004288253,0.0004099672,0.003308526,0.00372546,0.001393823,0.002007938,0.0007514027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007181105,"about_ca_system_score_gemma":0.001262035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003333232,"about_ca_topic_score_gemma":0.003078785,"domain_scores_codex":[0.9990805,0.0002147129,0.00004969957,0.0003216253,0.0001601964,0.0001732229],"domain_scores_gemma":[0.9946673,0.001675604,0.001273858,0.001055361,0.0006587757,0.0006691352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007793552,0.0002866466,0.1621685,0.00145876,0.0004793341,0.001810862,0.01040471,0.005229822,0.05648803,0.3148986,0.01876775,0.4272277],"study_design_scores_gemma":[0.00006641651,0.0005928022,0.3489887,0.0007044133,0.0001497579,0.002091073,0.00709689,0.007845707,0.005166974,0.571731,0.05538721,0.0001789533],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6707958,0.01538365,0.1703593,0.04886723,0.003037893,0.0001474671,0.001114284,0.0009358054,0.0893586],"genre_scores_gemma":[0.9813595,0.002721719,0.008392578,0.002673381,0.000547962,0.0000745331,0.000248333,0.0001703462,0.003811684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004679625,"threshold_uncertainty_score":0.01565486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3132912061695681,"score_gpt":0.5120484918434428,"score_spread":0.1987572856738747,"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."}}