{"id":"W4251471263","doi":"10.1055/s-2008-1067407","title":"Buchempfehlungen","year":2008,"lang":"de","type":"article","venue":"PiD - Psychotherapie im Dialog","topic":"Medical Practices and Rehabilitation","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001715213,0.0004660054,0.0006742391,0.000188577,0.001529437,0.00002415399,0.0004801928,0.0007876828,0.01892227],"category_scores_gemma":[0.0007370019,0.0003934085,0.0003130024,0.0004958516,0.0005885069,0.0003044211,0.0000456285,0.001760067,0.01707718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001604771,"about_ca_system_score_gemma":0.000551143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004205712,"about_ca_topic_score_gemma":0.0000488827,"domain_scores_codex":[0.9943457,0.001635675,0.001254424,0.0008550628,0.0007893374,0.001119784],"domain_scores_gemma":[0.9946592,0.002719582,0.0006732717,0.001014309,0.000225292,0.0007083233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008865416,0.001444042,0.01468942,0.0005077189,0.0006707575,0.00005162994,0.0324688,0.000003542059,0.001801004,0.001361567,0.9039809,0.0421341],"study_design_scores_gemma":[0.003026479,0.0004624162,0.01409174,0.0002892692,0.0001177474,0.000006566732,0.0004452126,0.000115811,0.00002557807,0.004884928,0.9760532,0.0004810558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1631355,0.2111392,0.006203897,0.3434488,0.09507322,0.01058082,0.0003265789,0.0009526304,0.1691393],"genre_scores_gemma":[0.4843771,0.2230717,0.008402988,0.1989273,0.03176324,0.001584525,0.0003667719,0.0006833398,0.05082304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3212416,"threshold_uncertainty_score":0.9998518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073198040239194,"score_gpt":0.4232314383757182,"score_spread":0.3159116343517988,"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."}}