{"id":"W6986438679","doi":"","title":"Positive and negative caregiver appraisal and caregiver health outcomes / by Sarah A. Vernon-Scott.","year":2017,"lang":"en","type":"dissertation","venue":"Knowledge Commons (Lakehead University)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Hyporeflexia; Diafiltration; Hyperlactatemia","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":[0.0001235342,0.0005147597,0.0006032927,0.0002339345,0.0007449618,0.0001033273,0.0004919354,0.000528479,0.00001194957],"category_scores_gemma":[0.0001514395,0.0005614242,0.0001396949,0.0001047748,0.00033176,0.00003080044,0.0002861897,0.0005336929,0.00001254305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001066872,"about_ca_system_score_gemma":0.0003565514,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005324658,"about_ca_topic_score_gemma":0.06193183,"domain_scores_codex":[0.9983956,0.0002145073,0.0002405232,0.0005904958,0.0001633819,0.0003955272],"domain_scores_gemma":[0.998286,0.0001321545,0.000468385,0.0005969707,0.0002423397,0.000274145],"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":[0.002891763,0.001165568,0.2798045,0.004449723,0.004955923,0.0001996301,0.1348868,0.00001943835,0.004439763,0.009664019,0.4242477,0.1332751],"study_design_scores_gemma":[0.003164493,0.0007744504,0.1059887,0.0004775181,0.0002553524,0.00002544017,0.005279381,0.00005553578,0.001313669,0.00002072163,0.8813735,0.001271243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7731764,0.006363902,0.0002407789,0.0005225029,0.0009062054,0.0007478498,0.00102011,0.00006538373,0.2169568],"genre_scores_gemma":[0.9046066,0.0002080879,0.00006758332,0.00002322432,0.00008720041,0.00000335688,0.004339513,0.00006977562,0.0905946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4571258,"threshold_uncertainty_score":0.9996837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001222544015893,"score_gpt":0.2818603573600277,"score_spread":0.2718481319198688,"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."}}