{"id":"W7011590535","doi":"","title":"MGRRE_PureOilScoutTickets_County of Ottawa_1_21139098800000","year":2021,"lang":"en","type":"article","venue":"ScholarWorks - WMU (Western Michigan University)","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Identification (biology); Product (mathematics); Process (computing)","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"],"consensus_categories":[],"category_scores_codex":[0.0003936131,0.000296483,0.0004769092,0.0005367356,0.0002089143,0.0003369909,0.002592105,0.0001906809,0.00009015834],"category_scores_gemma":[0.0001025737,0.0003383624,0.0002672824,0.002568038,0.0001412738,0.002462254,0.001206073,0.0005456403,0.0001728001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007305989,"about_ca_system_score_gemma":0.0003811491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003305961,"about_ca_topic_score_gemma":0.0005624564,"domain_scores_codex":[0.9973205,0.0002931587,0.0003787898,0.0009017446,0.0006045612,0.000501254],"domain_scores_gemma":[0.996816,0.0001357155,0.0002824463,0.002024077,0.0004724671,0.0002692834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002676031,0.003072764,0.4345373,0.0005565177,0.003605422,0.01082562,0.01111543,0.002211357,0.05932432,0.3965895,0.00461529,0.0732789],"study_design_scores_gemma":[0.008113907,0.0004583053,0.1508099,0.001199035,0.001438407,0.0005887342,0.003851293,0.007720279,0.1064125,0.005803013,0.7089127,0.004691949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6060258,0.0007123862,0.3727,0.001416118,0.0007627226,0.000215158,0.00007211541,0.0003884256,0.01770725],"genre_scores_gemma":[0.9679105,0.0001541695,0.0206591,0.0005866188,0.00008909379,5.788096e-7,0.00006449969,0.00003239008,0.01050309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7042974,"threshold_uncertainty_score":0.9999068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007817514667627295,"score_gpt":0.1990332914869338,"score_spread":0.1912157768193065,"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."}}