{"id":"W2766551546","doi":"10.5942/jawwa.2017.109.0147","title":"One Operator's Path to Further Certification Through Research","year":2017,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Path (computing); Operator (biology); Breathing; Psychology; Computer science; Operations research; Medicine; Political science; Engineering; Computer network; Anatomy; Law; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0824144,0.00158534,0.001352938,0.002889367,0.01232464,0.01814556,0.005556261,0.02177898,0.08630479],"category_scores_gemma":[0.1547435,0.001362339,0.00203295,0.001171836,0.01027558,0.01781287,0.02233226,0.03956722,0.04258331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006685915,"about_ca_system_score_gemma":0.1069322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007309107,"about_ca_topic_score_gemma":0.01775951,"domain_scores_codex":[0.9395982,0.0181223,0.003505247,0.004867695,0.02486488,0.009041715],"domain_scores_gemma":[0.5439216,0.02478236,0.006026562,0.01769127,0.1626504,0.2449278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.00009522402,0.000269262,0.000865262,0.0001962665,0.00001873192,0.0005786935,0.001131342,0.00007151784,0.0005859081,0.008447835,0.9244477,0.06329207],"study_design_scores_gemma":[0.0001188823,0.000560477,0.001445294,0.001565173,0.00002056871,0.001179881,0.006543492,0.0002131587,0.0003453451,0.02408507,0.963803,0.0001197243],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005943717,0.002194174,0.00527034,0.9571419,0.02274974,0.0001348637,0.00006312411,0.0005231613,0.01132838],"genre_scores_gemma":[0.02716509,0.009806385,0.05747523,0.7509068,0.0205448,0.000811202,0.0003896223,0.001010042,0.1318908],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08630479,"threshold_uncertainty_score":0.4358542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03731199691297941,"score_gpt":0.3038290157197638,"score_spread":0.2665170188067844,"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."}}