{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3237215,0.001842478,0.002189595,0.006129275,0.01776228,0.03188128,0.005803864,0.01255033,0.006355757],"category_scores_gemma":[0.299807,0.001686002,0.001176547,0.004093354,0.162575,0.0378562,0.01728711,0.01947159,0.001714687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02008508,"about_ca_system_score_gemma":0.03064351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005105335,"about_ca_topic_score_gemma":0.004823998,"domain_scores_codex":[0.514781,0.4467934,0.009365068,0.009603518,0.01647141,0.002985585],"domain_scores_gemma":[0.5181713,0.4117501,0.01185075,0.02580952,0.02549462,0.006923724],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005329171,0.00001867052,0.0001588223,0.0004097636,0.00001733951,0.00009578229,0.1275882,0.00009121367,0.0002309479,0.8589286,0.004940695,0.007466672],"study_design_scores_gemma":[0.00009931832,0.00008649348,0.0001796605,0.002538372,0.00004487441,0.0002260708,0.09498867,0.0005086084,0.00125855,0.7013842,0.1985852,0.00009998365],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02181504,0.01602454,0.471969,0.2950303,0.01050365,0.004405585,0.0002247993,0.0005155574,0.1795115],"genre_scores_gemma":[0.5982438,0.006543346,0.315805,0.03739377,0.002962464,0.01341508,0.0001521829,0.0007270064,0.02475745],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6762785,"threshold_uncertainty_score":0.8339718,"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."}}