{"id":"W6944265961","doi":"10.17605/osf.io/6g4js","title":"Introduction to R Workshop CPA 2022 Calgary","year":2022,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"SAS software applications and methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Convention; Work (physics); MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003118204,0.0002249887,0.0002507319,0.0002143607,0.0003046279,0.00005401292,0.0007957033,0.00008604224,0.5236979],"category_scores_gemma":[0.0008073437,0.0002944204,0.0001194133,0.0007057385,0.00003622494,0.0001252033,0.001249901,0.0006185625,0.3298596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005016421,"about_ca_system_score_gemma":0.00005101723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005391919,"about_ca_topic_score_gemma":0.00001214579,"domain_scores_codex":[0.9972835,0.0002994724,0.0003968144,0.001284934,0.0003433248,0.0003919737],"domain_scores_gemma":[0.9964466,0.0002679046,0.00005661235,0.002955782,0.00005959996,0.0002135203],"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":[0.00006119254,0.0001920002,0.001233296,0.00004858977,0.0001254413,0.00001069672,0.001539876,0.1900624,0.02996598,0.002373718,0.4824116,0.2919752],"study_design_scores_gemma":[0.000191724,8.866786e-7,0.002319069,0.000005309131,0.00002912988,0.00004856244,0.0002510534,0.003453215,0.008170939,0.001518189,0.9836757,0.0003362728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1491812,0.00001734722,0.3633209,0.002551701,0.003150505,0.002252167,0.00004002789,0.001995646,0.4774905],"genre_scores_gemma":[0.2708808,0.0002117389,0.1093458,0.001073991,0.002009498,0.009126347,0.0001881705,0.0003585327,0.6068052],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.501264,"threshold_uncertainty_score":0.9999508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254444010326444,"score_gpt":0.2606846229317763,"score_spread":0.2481401828285119,"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."}}