{"id":"W6943932273","doi":"10.17605/osf.io/qmgan","title":"Writeup","year":2017,"lang":"en","type":"article","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics)","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":[0.003025629,0.001805553,0.001099356,0.003897847,0.002362789,0.008426513,0.002360782,0.002093533,0.7456193],"category_scores_gemma":[0.02508242,0.0009557596,0.001704609,0.002110687,0.001106898,0.007146103,0.007347353,0.00378254,0.6678791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001242197,"about_ca_system_score_gemma":0.002594986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002284499,"about_ca_topic_score_gemma":0.003484921,"domain_scores_codex":[0.9968629,0.0006459451,0.0001907845,0.0005393235,0.001289406,0.0004717175],"domain_scores_gemma":[0.9885142,0.003212135,0.000305217,0.00399472,0.003019852,0.0009537926],"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":[0.00005934446,0.00002463775,0.0001564561,0.0001605419,0.000007971908,0.00004179643,0.0001952792,0.0000659123,0.0004162025,0.01275538,0.9440368,0.04207978],"study_design_scores_gemma":[0.00001234186,0.00000531984,0.0001221967,0.00006133142,0.000004339766,0.00003786942,0.00008159944,0.0001509616,0.0006843614,0.009669062,0.9891536,0.00001707545],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001105423,0.0003731187,0.0547516,0.005153944,0.005847739,0.0003839278,0.04622015,0.1486591,0.737505],"genre_scores_gemma":[0.01096081,0.0004661555,0.01689752,0.002709347,0.001380133,0.0005671562,0.0469855,0.1007027,0.8193306],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2543807,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08102591250644745,"score_gpt":0.4443235452713467,"score_spread":0.3632976327648992,"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."}}