{"id":"W1502317239","doi":"10.4081/ripppo.2013.84","title":"Intensive Short-term Dynamic Psychotherapy: A Treatment Overview and Empirical Basis","year":2013,"lang":"en","type":"article","venue":"Research in Psychotherapy Psychopathology Process and Outcome","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Psychotherapist; Unconscious mind; Term (time); Psychology; Character (mathematics); Core (optical fiber); Psychoanalysis; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001216871,0.0006568611,0.0009257837,0.00107576,0.0003263723,0.0001864372,0.0006015646,0.0005925902,0.001734514],"category_scores_gemma":[0.000008642241,0.0005336476,0.0001709013,0.001247555,0.0009228108,0.0002557355,0.0000189652,0.0009436314,0.0001637178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001132917,"about_ca_system_score_gemma":0.00006266139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001522534,"about_ca_topic_score_gemma":0.0002139066,"domain_scores_codex":[0.9946421,0.0006841883,0.0009977847,0.001831,0.000432047,0.001412911],"domain_scores_gemma":[0.997458,0.0003232843,0.0001484949,0.001252715,0.0003581849,0.0004593413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007563549,0.001926248,0.4417758,0.0001333401,0.0002229179,0.00008300433,0.01082788,3.558091e-7,0.002896127,0.00747598,0.003301259,0.5306007],"study_design_scores_gemma":[0.007753971,0.003030762,0.7511255,0.0002734732,0.00003041111,0.0006722492,0.00256398,0.000192287,0.00005191461,0.1935345,0.03947016,0.001300833],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9501581,0.01958777,0.001516971,0.01993112,0.0004745243,0.003393822,0.00004170111,0.0002455824,0.0046504],"genre_scores_gemma":[0.8950128,0.08510394,0.001776063,0.006865474,0.0002058231,0.00826234,0.00002151581,0.0002241784,0.002527867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5292999,"threshold_uncertainty_score":0.9997115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1805738899185363,"score_gpt":0.5345470272913051,"score_spread":0.3539731373727688,"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."}}