{"id":"W4385560435","doi":"10.12930/2576-2362-4.1.1","title":"Welcome to Issue 4(1) of the NACADA Review.","year":2023,"lang":"en","type":"article","venue":"NACADA Review","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Sociology; Variety (cybernetics); Higher education; Pedagogy; Discipline; Academic advising; Public relations; Engineering ethics; Psychology; Political science; Social science; Engineering; Computer science","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":[0.01615637,0.001743163,0.003066918,0.008881583,0.003433602,0.009271526,0.005355973,0.01969715,0.06827819],"category_scores_gemma":[0.07820386,0.0009366857,0.00293222,0.004232506,0.002725992,0.00886199,0.005723793,0.01445609,0.03438729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003939306,"about_ca_system_score_gemma":0.00995465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003181984,"about_ca_topic_score_gemma":0.01200762,"domain_scores_codex":[0.9908064,0.001578724,0.001147658,0.0008892568,0.004710054,0.0008678681],"domain_scores_gemma":[0.9322483,0.0225718,0.009148229,0.002465259,0.02279093,0.01077547],"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":[0.00001304367,0.00001061462,0.00004748614,0.0005024055,0.00000692036,0.00003106413,0.00001315302,0.000005995439,0.00003042697,0.0002249733,0.9919226,0.007191368],"study_design_scores_gemma":[0.00002222255,0.00002364989,0.0004076889,0.0020887,0.00002057978,0.0001227034,0.00007908907,0.00001995901,0.00003529056,0.0007110652,0.996452,0.00001707155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001164123,0.03263189,0.0004033471,0.2775721,0.6829287,0.0002308942,0.0004525265,0.0002799371,0.005384217],"genre_scores_gemma":[0.0008628952,0.01923069,0.0009697444,0.5334302,0.4131425,0.0005213702,0.0005913716,0.0002760178,0.03097515],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.06827819,"threshold_uncertainty_score":0.2284133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1998435277622941,"score_gpt":0.5194424139979689,"score_spread":0.3195988862356748,"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."}}