{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001007863,0.001658477,0.001617834,0.0007131975,0.0005162316,0.0001651445,0.001823684,0.00247576,0.04036193],"category_scores_gemma":[0.00001011289,0.00171379,0.0008996375,0.00004672241,0.0007183923,0.0001097661,0.0002391034,0.002655977,0.03998106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002071436,"about_ca_system_score_gemma":0.000182153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001799553,"about_ca_topic_score_gemma":0.0001109854,"domain_scores_codex":[0.9938242,0.0002700921,0.001288801,0.002243841,0.0008157432,0.001557309],"domain_scores_gemma":[0.9948248,0.0003606318,0.0009364673,0.003079845,0.0002265936,0.0005716126],"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":[0.001440877,0.0003732799,0.0001222852,0.0001697114,0.003249536,0.001274197,0.02571364,9.666563e-7,0.001102999,0.6731063,0.2444317,0.04901458],"study_design_scores_gemma":[0.001966531,0.0006905005,0.00009130665,0.0002515976,0.0001921947,0.0003292847,0.0002648259,0.000002229386,0.00009916147,0.1059768,0.8885121,0.001623569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005914503,0.001487236,0.000686885,0.0001091267,0.006879963,0.001187042,0.0002495706,0.0007505026,0.9827352],"genre_scores_gemma":[0.05168744,0.0001423197,0.0002777274,0.003098694,0.004316889,0.0001141318,0.0001641211,0.0006734457,0.9395252],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6440804,"threshold_uncertainty_score":0.9996449,"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."}}