{"id":"W6944241646","doi":"10.17605/osf.io/n28pt","title":"Final","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); Work (physics); Product (mathematics); Identification (biology)","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":[0.004109361,0.001003179,0.0008149418,0.00344447,0.004037046,0.01182058,0.002344779,0.003278282,0.5542781],"category_scores_gemma":[0.02288213,0.0005529902,0.0017134,0.001442914,0.001810105,0.004609773,0.004934936,0.004646682,0.3599371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003658963,"about_ca_system_score_gemma":0.006016856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007666992,"about_ca_topic_score_gemma":0.01103445,"domain_scores_codex":[0.9947293,0.0006586617,0.0001889523,0.0008026679,0.002827194,0.0007932801],"domain_scores_gemma":[0.9884399,0.001198856,0.0002057845,0.002468478,0.00663341,0.00105362],"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":[0.0000596559,0.00002850124,0.0001770009,0.00009276991,0.00001159782,0.00005352357,0.0001645541,0.00006345537,0.0002873797,0.06289636,0.9043366,0.03182864],"study_design_scores_gemma":[0.000009051038,0.000006731107,0.0002366639,0.00005722592,0.000009177188,0.00003877705,0.0001386842,0.00005480339,0.0004425745,0.01419909,0.9847966,0.00001064588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001608289,0.0005817305,0.008837046,0.01434362,0.01674825,0.0003041288,0.008800361,0.003315059,0.9454615],"genre_scores_gemma":[0.01117416,0.0004389391,0.004576277,0.004624217,0.001567359,0.0001868614,0.007493346,0.0024262,0.9675127],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4457219,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.127517765783853,"score_gpt":0.4403048287841068,"score_spread":0.3127870630002538,"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."}}