{"id":"W7067317106","doi":"","title":"The malleability of higher education study environment factors and their influence on humanities students’ dropout – validating an instrument","year":2024,"lang":"en","type":"article","venue":"University of Southern Denmark Research Portal (University of Southern Denmark)","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Demotion","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002083307,0.0001906586,0.0002794829,0.0002371368,0.001482904,0.00008496438,0.001043732,0.0001047484,0.002946031],"category_scores_gemma":[0.00005054925,0.0001684921,0.0001363648,0.0002420679,0.002183126,0.0002582795,0.0004553441,0.0003243732,0.00008244402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000198073,"about_ca_system_score_gemma":0.0002990577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01222237,"about_ca_topic_score_gemma":0.003427696,"domain_scores_codex":[0.9967408,0.0007690357,0.00022504,0.0004430418,0.001487314,0.0003347369],"domain_scores_gemma":[0.9984713,0.0006009629,0.0002097361,0.00040667,0.0001492076,0.0001620861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000112051,0.001075001,0.7483258,0.00006092715,0.0002830582,0.000007932517,0.2447489,0.00001705363,0.0001129555,0.002953867,0.00008412319,0.002218302],"study_design_scores_gemma":[0.0002467513,0.0002113416,0.2143334,0.00007333524,0.00004363511,1.971075e-7,0.7799117,0.000006542387,0.000008293781,0.0004380049,0.004606562,0.0001202691],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913265,0.0001655369,0.000004211568,0.0002901148,0.0000771787,0.00062315,0.0001847657,0.00001598777,0.007312621],"genre_scores_gemma":[0.9766859,0.000212327,0.00003557796,0.000005575232,0.00002829093,4.228529e-7,0.00001020143,0.00001418872,0.02300747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5351628,"threshold_uncertainty_score":0.999817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05479480463218889,"score_gpt":0.3205464713334085,"score_spread":0.2657516667012196,"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."}}