{"id":"W4413339462","doi":"10.1080/24720038.2025.2549380","title":"Embracing complexity: Clinical and conceptual notes","year":2025,"lang":"en","type":"article","venue":"Psychoanalysis Self and Context","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epistemology; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009820735,0.000713846,0.000567779,0.004095706,0.00625462,0.008577984,0.001948819,0.003603719,0.0047169],"category_scores_gemma":[0.01541566,0.0003662727,0.0004407086,0.002924298,0.05257413,0.0115495,0.009955717,0.009688427,0.0004954455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01193054,"about_ca_system_score_gemma":0.01242355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009724695,"about_ca_topic_score_gemma":0.01155868,"domain_scores_codex":[0.9950033,0.003054228,0.0002206298,0.0002926697,0.001070068,0.0003591646],"domain_scores_gemma":[0.9917567,0.005299835,0.0004608537,0.0004668914,0.0008997814,0.001115932],"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":[0.00002678052,0.00007285827,0.001227229,0.0003595466,0.000007153848,0.001945954,0.06753015,0.0002359559,0.0003293045,0.866087,0.01759483,0.04458321],"study_design_scores_gemma":[0.00001935886,0.00006428795,0.001566187,0.001187743,0.000008915472,0.007343554,0.0730809,0.0005483274,0.0002449747,0.589285,0.3266017,0.00004903734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03687881,0.1458659,0.03958669,0.6247321,0.004404099,0.0003051055,0.00008174473,0.0001196472,0.1480259],"genre_scores_gemma":[0.7620127,0.1166833,0.03287845,0.05416803,0.005919764,0.001005691,0.0001470156,0.0001826548,0.02700231],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01193054,"threshold_uncertainty_score":0.08656251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06905353300717705,"score_gpt":0.4116327156492245,"score_spread":0.3425791826420475,"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."}}