{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003294884,0.0001508741,0.0001922163,0.00007690533,0.0005805866,0.0005073521,0.0001079614,0.00004619459,0.002012398],"category_scores_gemma":[0.0001116442,0.0001115902,0.0000708443,0.00003505176,0.0006824603,0.0002609483,0.0001311132,0.0002432585,0.0002389125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002727061,"about_ca_system_score_gemma":0.00005492246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001297757,"about_ca_topic_score_gemma":0.00005667062,"domain_scores_codex":[0.998815,0.00004962694,0.0001819224,0.0002907007,0.0001756363,0.0004871392],"domain_scores_gemma":[0.9993134,0.0003761724,0.00002685269,0.0001139474,0.00006981896,0.00009976994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001450518,0.00003650554,0.005585607,0.00007009339,0.00006838299,0.0002608015,0.002791033,2.070486e-7,0.00005999525,0.940155,0.007536484,0.04342143],"study_design_scores_gemma":[0.001191352,0.0005412797,0.009160211,0.0008878408,0.0003266668,0.0000811794,0.5057055,0.003552214,0.0006735327,0.02222496,0.4544261,0.001229112],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5774121,0.006379688,0.0005713384,0.003392128,0.0002850418,0.0002487599,0.0002644082,0.000439188,0.4110073],"genre_scores_gemma":[0.9929314,0.0002455241,0.000017467,0.0001126715,0.0006582079,0.00001625637,0.00003364892,0.00001644822,0.005968377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.91793,"threshold_uncertainty_score":0.9988999,"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."}}