{"id":"W6981762490","doi":"","title":"Exploring medication oversight utilizing mixed linear analyses / by Joshua Armstrong.","year":2017,"lang":"en","type":"dissertation","venue":"Knowledge Commons (Lakehead University)","topic":"Classical Studies and Legal History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Fusible alloy; Durvalumab; Liquation; Hyporeflexia","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001089908,0.0004511746,0.0006330657,0.0004936996,0.002731938,0.0001363643,0.0007891541,0.0001972021,0.0009628592],"category_scores_gemma":[0.00007682787,0.0004742779,0.0003923392,0.0001133784,0.0004467654,0.0006207135,0.0001168805,0.0006874465,0.0002588916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005156716,"about_ca_system_score_gemma":0.0001670358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009925145,"about_ca_topic_score_gemma":0.4697109,"domain_scores_codex":[0.9983081,0.0001157168,0.0003034414,0.0005580643,0.0002928589,0.0004218154],"domain_scores_gemma":[0.9982824,0.0001774983,0.0004092347,0.0006007772,0.0003159392,0.0002141235],"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":[0.0004775765,0.001124857,0.0004048545,0.0008133698,0.001538492,0.000130592,0.08207813,0.000002874151,0.0004608812,0.1764095,0.6583427,0.07821622],"study_design_scores_gemma":[0.0004760612,0.00006966168,0.0006871456,0.0003268312,0.0004369337,3.11033e-7,0.01083518,0.00001917859,0.0001605402,0.00002130196,0.9864693,0.0004975334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05612685,0.003984716,0.00001379128,0.0001911798,0.003822518,0.0002061421,0.000171244,0.0001770167,0.9353065],"genre_scores_gemma":[0.583347,0.0001024582,0.000003767648,0.000002464571,0.0008361334,0.000006983042,0.001291636,0.00004941982,0.4143601],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5272201,"threshold_uncertainty_score":0.9999504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1998238306032667,"score_gpt":0.3012541018765356,"score_spread":0.101430271273269,"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."}}