{"id":"W4385490559","doi":"10.7202/1102401ar","title":"Critical Choice in \"Documenting\" Practice as Research","year":2023,"lang":"en","type":"article","venue":"Performance Matters","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materiality (auditing); Sociocultural evolution; Sociology; Aesthetics; Media studies; Art; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03635733,0.00006806152,0.0001098574,0.0003634995,0.0008327484,0.0002278633,0.0003318669,0.00008511404,0.0003662201],"category_scores_gemma":[0.03076127,0.00006767164,0.0000276997,0.001860169,0.001237619,0.0009717643,0.000140606,0.0008385506,0.002542245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001792954,"about_ca_system_score_gemma":0.0002940203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007378032,"about_ca_topic_score_gemma":0.0005672636,"domain_scores_codex":[0.9937054,0.003479591,0.0001967061,0.0002460023,0.001405943,0.0009663393],"domain_scores_gemma":[0.9868855,0.01239322,0.00002491319,0.0001606151,0.0003723319,0.0001634337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002252559,0.0003144487,0.05718682,0.0008769429,0.00004446853,0.0001851696,0.358476,0.0000831213,0.0009206287,0.3333861,0.1361407,0.1121604],"study_design_scores_gemma":[0.0002186201,0.00009362165,0.01629937,0.0001432044,0.000002885915,0.000001233254,0.06890196,0.0005584117,0.0001300121,0.009149958,0.9043291,0.0001715843],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5161576,0.0000537113,0.00004088672,0.3646717,0.0002902028,0.0002532035,0.000001470146,0.0001047194,0.1184265],"genre_scores_gemma":[0.9792642,0.001460228,0.002825735,0.005276889,0.0004340155,0.0001414365,0.000003655053,0.00002752676,0.0105663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7681885,"threshold_uncertainty_score":0.9992319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.393103573308681,"score_gpt":0.6740271996415875,"score_spread":0.2809236263329066,"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."}}