{"id":"W7111772237","doi":"","title":"Preface","year":2024,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001930561,0.0008460847,0.0005930713,0.003289058,0.003830338,0.004220834,0.001248062,0.001094489,0.4970029],"category_scores_gemma":[0.01578238,0.0003160751,0.0005305151,0.002146267,0.0006427795,0.002443094,0.002502863,0.002938842,0.3697901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002514825,"about_ca_system_score_gemma":0.003597833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01180936,"about_ca_topic_score_gemma":0.0148208,"domain_scores_codex":[0.9989913,0.0001532366,0.00005640323,0.0001442388,0.0005472031,0.0001075121],"domain_scores_gemma":[0.9919547,0.0009407123,0.0002380286,0.000670012,0.005074754,0.001121776],"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":[0.00001748824,0.00001224082,0.00006075546,0.00004914556,8.320632e-7,0.00002196494,0.00006016526,0.00002230709,0.00004846689,0.002522721,0.9771051,0.02007866],"study_design_scores_gemma":[0.000003211555,0.000008284523,0.0002577579,0.00008750379,0.00000100734,0.0000210072,0.0001065543,0.00001244486,0.00005025514,0.001431783,0.9980164,0.000003676925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001328157,0.005328241,0.004019659,0.03014277,0.1903356,0.0008453495,0.01349071,0.001518822,0.7529907],"genre_scores_gemma":[0.002966027,0.001854477,0.00114844,0.004742248,0.01255003,0.0003117651,0.005234607,0.0005291709,0.9706633],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4970029,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1152842009210445,"score_gpt":0.3569285524060833,"score_spread":0.2416443514850389,"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."}}