{"id":"W6944103538","doi":"10.17605/osf.io/7fp3e","title":"Writeup","year":2018,"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":[0.002787864,0.001817819,0.0011,0.003947934,0.002377628,0.008455652,0.002360566,0.002028543,0.7811359],"category_scores_gemma":[0.02501956,0.0009000212,0.001652879,0.002135974,0.001094213,0.006816943,0.007076992,0.003658129,0.71925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230259,"about_ca_system_score_gemma":0.00252424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002260561,"about_ca_topic_score_gemma":0.003411365,"domain_scores_codex":[0.997085,0.0005908403,0.0001774948,0.0005105412,0.001197024,0.0004390911],"domain_scores_gemma":[0.9890845,0.002900411,0.000289353,0.003736528,0.003039778,0.0009493824],"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":[0.00005077512,0.00002237187,0.0001366894,0.0001513063,0.000007059805,0.00003830847,0.0001768638,0.00005746254,0.0003810545,0.01071988,0.9488785,0.0393797],"study_design_scores_gemma":[0.00001085082,0.000004991231,0.0001141439,0.0000597601,0.000004067502,0.00003561384,0.00007917426,0.0001341142,0.0006122028,0.008326602,0.9906029,0.0000155904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009884356,0.0003526504,0.04602754,0.005012405,0.006380802,0.0003670222,0.04645211,0.1344887,0.7599303],"genre_scores_gemma":[0.009331051,0.0004303413,0.01408924,0.002421579,0.001341623,0.0005208854,0.04450385,0.08847284,0.8388886],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2188641,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0490970820541206,"score_gpt":0.4102328445474189,"score_spread":0.3611357624932983,"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."}}