{"id":"W4294243777","doi":"10.23889/ijpds.v7i3.1955","title":"Better decision making practices and processes.","year":2022,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Accountability; Confidentiality; Decision engineering; Decision-making; Business decision mapping; Decision analysis; Process (computing); Data sharing; R-CAST; Management science; Business; Process management; Decision support system; Computer science; Political science; Medicine; Engineering; Computer security; Economics; Data mining","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00759842,0.00004996769,0.00007815998,0.0002817972,0.0006997496,0.0003524835,0.001247501,0.0000272828,0.000180355],"category_scores_gemma":[0.0609219,0.00004254288,0.00001847991,0.0003085365,0.0001502436,0.001583262,0.001289572,0.0007104622,0.00000255217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001667046,"about_ca_system_score_gemma":0.0006744454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002276584,"about_ca_topic_score_gemma":0.00004210115,"domain_scores_codex":[0.9965222,0.00002619551,0.0003381348,0.0003438886,0.002620092,0.0001494741],"domain_scores_gemma":[0.9944547,0.003247163,0.0004991999,0.0003313809,0.00135224,0.0001153357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00194428,0.0003935387,0.6176966,0.0001300039,0.00009749296,0.0001433934,0.0004034545,0.0004605785,0.002064381,0.01870332,0.005802693,0.3521603],"study_design_scores_gemma":[0.003025876,0.0007780666,0.4922092,0.000671823,0.00008229056,0.004332749,0.0007249788,0.0810564,0.0001509212,0.2769001,0.1397234,0.0003442278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480053,0.0002163056,0.01791195,0.02991954,0.002825427,0.0003764369,0.0002113847,0.00002266584,0.000511029],"genre_scores_gemma":[0.9612324,0.0001223563,0.03657542,0.001443849,0.0003743668,0.000008562216,0.00007380401,0.00000682218,0.0001624771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3518161,"threshold_uncertainty_score":0.9469883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6436834655748153,"score_gpt":0.6863148571301672,"score_spread":0.04263139155535189,"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."}}