{"id":"W4401342525","doi":"10.61727/sssppj/1.2024.06","title":"The problem of psychologist certification: A comparative analysis of international experience","year":2024,"lang":"en","type":"article","venue":"Scientific Studios on Social and Political Psychology","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Psychology; Management science; Applied psychology; Medical education; Medicine; Political science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007897963,0.0001038583,0.0002701931,0.0002331278,0.0003072149,0.00008939794,0.000296895,0.00009247572,0.000390308],"category_scores_gemma":[0.00003300104,0.00006982651,0.0001476262,0.0009660513,0.00177626,0.00005045192,0.0000403253,0.0001795798,0.00004009504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001311531,"about_ca_system_score_gemma":0.0000197337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005893656,"about_ca_topic_score_gemma":0.00003026461,"domain_scores_codex":[0.9982884,0.0002114256,0.000439077,0.0004957751,0.000291786,0.0002735701],"domain_scores_gemma":[0.9986796,0.0007110791,0.0000946657,0.0002651333,0.0001907301,0.00005882039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000296867,0.0004712016,0.002349394,0.00001251731,0.001245533,0.000004801855,0.02964122,0.00000112553,0.0007631026,0.902627,0.01665884,0.0459284],"study_design_scores_gemma":[0.0005984199,0.0003734013,0.2241583,0.00003348455,0.0005658056,0.00001172719,0.01869085,0.0003358912,0.00008747958,0.01203579,0.7428501,0.0002587696],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8612879,0.00352364,0.0003284705,0.0208104,0.004877645,0.0002796255,0.0001547088,0.00004501276,0.1086926],"genre_scores_gemma":[0.9982055,0.00007945032,0.00005983065,0.0002234702,0.0001103871,0.00003477416,0.00001199833,0.000004023321,0.00127057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8905912,"threshold_uncertainty_score":0.6544704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2060118894298847,"score_gpt":0.5087451170519979,"score_spread":0.3027332276221132,"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."}}