{"id":"W6925235043","doi":"10.17605/osf.io/s84k7","title":"Materials","year":2023,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003632745,0.001717256,0.002389185,0.002398395,0.002631225,0.002589552,0.002150267,0.002141546,0.3151332],"category_scores_gemma":[0.02456335,0.0009732429,0.0008320137,0.002414929,0.0009865382,0.001832567,0.001379711,0.003233445,0.1283132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325428,"about_ca_system_score_gemma":0.004091348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00468152,"about_ca_topic_score_gemma":0.005358669,"domain_scores_codex":[0.9984675,0.0004908712,0.0003393774,0.0002996366,0.000273547,0.0001290938],"domain_scores_gemma":[0.9910153,0.003199295,0.0005193035,0.00152003,0.003111646,0.0006344217],"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":[0.00628047,0.00447963,0.01553015,0.003894771,0.0001018469,0.001189925,0.001447697,0.00116826,0.001152325,0.01101653,0.8236249,0.1301135],"study_design_scores_gemma":[0.004752684,0.002654499,0.03677176,0.002740462,0.0001901017,0.002249426,0.002727137,0.001348772,0.001618653,0.02868501,0.915917,0.0003444409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.05077769,0.00346381,0.03379626,0.005839254,0.0056741,0.117436,0.7071209,0.001821827,0.07407005],"genre_scores_gemma":[0.05980834,0.003370295,0.04395679,0.01242517,0.001269801,0.4581238,0.3264622,0.001358745,0.09322487],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6848668,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191389289306266,"score_gpt":0.2727877436996802,"score_spread":0.2508738508066176,"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."}}