{"id":"W4406991754","doi":"10.47408/jldhe.vi33.1225","title":"Existing in hyperliminality: supporting educational developers with complex cross-disciplinary portfolios","year":2025,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Discipline; Cross disciplinary; Higher education; Sociology; Computer science; Political science; Data science; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.00364095,0.0001425239,0.000232563,0.000877712,0.0004779155,0.0001782811,0.0002922316,0.00009551309,0.0004464739],"category_scores_gemma":[0.001301458,0.0001402046,0.00003154021,0.001402091,0.0001348238,0.0008645109,0.00004222569,0.0006164453,0.000008488859],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00201367,"about_ca_system_score_gemma":0.01122268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001683581,"about_ca_topic_score_gemma":0.000268721,"domain_scores_codex":[0.9974936,0.0004684248,0.0009478603,0.0002353843,0.0005221,0.0003326829],"domain_scores_gemma":[0.9975087,0.0005655385,0.001036034,0.00008852898,0.0007164498,0.00008473844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007581976,0.0004076122,0.9486519,0.00004772998,0.00002469644,0.000003643918,0.02793611,0.0008014831,0.0001308798,0.006054837,0.0001856317,0.01567967],"study_design_scores_gemma":[0.0002598636,0.00002480032,0.8894237,0.0005192116,0.00001121029,0.000009381506,0.01268693,0.000005726902,0.00004029012,0.001496762,0.0953767,0.0001454416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9051882,0.0001936174,0.00007674692,0.009693301,0.001294036,0.000199437,6.361504e-8,0.00001102926,0.0833436],"genre_scores_gemma":[0.9522679,0.00003098843,0.03364298,0.0001704074,0.0002945589,0.00003809934,0.00001116964,0.00001288876,0.01353095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09519107,"threshold_uncertainty_score":0.9943828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020953957569116,"score_gpt":0.4696963538190737,"score_spread":0.3676009580621621,"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."}}