{"id":"W4239340460","doi":"10.5771/9783845293738-112","title":"4 Matching","year":2018,"lang":"en","type":"book-chapter","venue":"Nomos Verlagsgesellschaft mbH & Co. KG eBooks","topic":"Psychology, Coaching, and Therapy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Computer science; Humanities; Art","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":[0.001129188,0.0008339273,0.0005378992,0.001839936,0.002551058,0.006521238,0.002274177,0.003757855,0.4962372],"category_scores_gemma":[0.004945866,0.0003861197,0.0009035376,0.001994643,0.001313471,0.005213746,0.0044139,0.00194626,0.2912148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002883789,"about_ca_system_score_gemma":0.002842538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004128483,"about_ca_topic_score_gemma":0.004957211,"domain_scores_codex":[0.9983734,0.0002327374,0.0000986834,0.0004406264,0.0006130268,0.0002415226],"domain_scores_gemma":[0.9985845,0.00015804,0.00006516877,0.0003660024,0.0005952396,0.0002310967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001646773,0.0001522,0.001040922,0.0003966377,0.00001801236,0.0003721401,0.001341632,0.0004513795,0.001501856,0.2701177,0.357087,0.3673558],"study_design_scores_gemma":[0.00001180784,0.00002625411,0.0005558236,0.0001494972,0.000005442081,0.0002402406,0.0004389375,0.0002084335,0.0004263751,0.02252617,0.9754,0.00001102911],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001810147,0.001324732,0.009724262,0.003279813,0.001523537,0.0001735658,0.0009916392,0.0007713663,0.980401],"genre_scores_gemma":[0.02682954,0.001567091,0.007336265,0.002319094,0.000394139,0.0002018565,0.001968896,0.0005541087,0.9588291],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4962372,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04213686563764297,"score_gpt":0.3334195785439782,"score_spread":0.2912827129063353,"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."}}