{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004077248,0.0001446844,0.0008227758,0.00007440372,0.00005892394,0.000002864218,0.0003457557,0.00008251908,0.001459119],"category_scores_gemma":[0.06724592,0.00007824739,0.0002107611,0.002138849,0.00006558129,0.00003437719,0.0001630508,0.0005681859,0.002631807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100615,"about_ca_system_score_gemma":0.001884587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006672921,"about_ca_topic_score_gemma":0.00000431711,"domain_scores_codex":[0.9967645,0.0002318665,0.0006664566,0.0002313991,0.001335822,0.0007699314],"domain_scores_gemma":[0.9957894,0.0002730284,0.00011691,0.0007742703,0.0002124027,0.002833969],"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":[0.000007421155,0.00001805458,0.0001086358,0.05221818,0.00001001686,0.00001589832,0.00001087344,1.868919e-8,0.00008111529,0.00005993615,0.7911655,0.1563043],"study_design_scores_gemma":[0.0002302144,0.0001443662,0.001689864,0.08388483,0.00006720334,0.00002429458,0.000004666288,0.000001754008,0.0001560488,0.00001555308,0.9137182,0.00006296382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007839634,0.4947582,0.000003252147,0.4920837,0.0003557287,0.002834735,0.00001360527,0.00005358178,0.009113248],"genre_scores_gemma":[0.0008509894,0.7498535,0.00006046477,0.2414223,0.0002909939,0.00009174124,0.00001019851,0.00001797255,0.007401792],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2550954,"threshold_uncertainty_score":0.9994537,"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."}}