{"id":"W2132391681","doi":"10.1521/psyc.2011.74.2.142","title":"Addressing and Interpreting Defense Mechanisms in Psychotherapy: General Considerations","year":2011,"lang":"en","type":"article","venue":"Psychiatry","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatoon City Hospital; McGill University; Jewish General Hospital","funders":"","keywords":"Interpretation (philosophy); Psychology; Psychotherapist; Empirical examination; Naturalism; Empirical research; Clinical psychology; Epistemology; Computer science","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":[0.10051,0.00249591,0.002751722,0.009968584,0.006008458,0.0164685,0.006692414,0.00962693,0.002824024],"category_scores_gemma":[0.1021323,0.001744723,0.00195607,0.006807342,0.03658183,0.03118282,0.009353434,0.01183136,0.0008007384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009556343,"about_ca_system_score_gemma":0.01284976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005818123,"about_ca_topic_score_gemma":0.009206799,"domain_scores_codex":[0.9360576,0.04964408,0.006416006,0.001663517,0.004754882,0.001463954],"domain_scores_gemma":[0.8903217,0.09288496,0.004569453,0.003190052,0.007553038,0.001480884],"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":[0.0005102269,0.0004468122,0.02316367,0.02379424,0.0003039783,0.003723453,0.1465351,0.003807695,0.003388877,0.3951011,0.01430978,0.384915],"study_design_scores_gemma":[0.0001177092,0.0007340294,0.02084271,0.02828333,0.0003842241,0.008744937,0.1680671,0.004856719,0.003582428,0.6052361,0.1588161,0.0003346471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05839612,0.3201261,0.2026532,0.3691564,0.005507381,0.00298904,0.0002861688,0.0006165298,0.04026907],"genre_scores_gemma":[0.4632104,0.2474973,0.2402531,0.0339335,0.006100994,0.004284596,0.000229273,0.0002374745,0.004253459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.10051,"threshold_uncertainty_score":0.531554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0777924878206022,"score_gpt":0.3565078736072187,"score_spread":0.2787153857866165,"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."}}