{"id":"W4401256157","doi":"10.31468/dwr.1053","title":"Diverse Contributing Body","year":2024,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006829816,0.001069371,0.00112704,0.005311684,0.01575602,0.01384636,0.004042014,0.003427686,0.4816954],"category_scores_gemma":[0.02440134,0.0006281787,0.0009496482,0.006326406,0.002418064,0.007033729,0.01947362,0.003951937,0.2482029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009810831,"about_ca_system_score_gemma":0.02505236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02796706,"about_ca_topic_score_gemma":0.05536548,"domain_scores_codex":[0.9895067,0.001457725,0.0004302565,0.001602254,0.0050519,0.001951085],"domain_scores_gemma":[0.9822353,0.001408301,0.0004139829,0.002010418,0.008997802,0.004934134],"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":[0.00002916126,0.00002829254,0.0006948567,0.0001381545,0.000005647526,0.0002624358,0.002473702,0.00004207371,0.0001304876,0.04152567,0.8829553,0.07171416],"study_design_scores_gemma":[0.000002213014,0.000002891248,0.0002176814,0.00006968094,0.000001380037,0.00004547724,0.0006039165,0.000009181701,0.00002346186,0.0009031778,0.9981174,0.000003598038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001803212,0.002496461,0.001672525,0.01577604,0.00747923,0.0003259533,0.002695709,0.0005806412,0.9671702],"genre_scores_gemma":[0.009947167,0.001610318,0.000981275,0.00490652,0.001361956,0.0002078706,0.002432869,0.0005425398,0.9780095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4816954,"threshold_uncertainty_score":0.7392986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1564246638547837,"score_gpt":0.4300661616677117,"score_spread":0.273641497812928,"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."}}