{"id":"W2060758526","doi":"10.4018/jicte.2011010103","title":"Intention, Transition, Retention","year":2011,"lang":"en","type":"article","venue":"International Journal of Information and Communication Technology Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Secondary education; Curriculum; Transition (genetics); Psychology; Academic achievement; Persistence (discontinuity); Mathematics education; Higher education; Medical education; Pedagogy; Political science; Medicine; Engineering; Chemistry","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":[0.001033798,0.00007190254,0.0001011524,0.001062175,0.0003080755,0.00009482441,0.0006386272,0.0001155769,0.0002850765],"category_scores_gemma":[0.0006247552,0.00007274759,0.00004948167,0.0004006259,0.0004082363,0.002031751,0.00005435216,0.0002258228,0.00003373933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001732745,"about_ca_system_score_gemma":0.0005537772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003025662,"about_ca_topic_score_gemma":0.00006282865,"domain_scores_codex":[0.9986851,0.0001500013,0.0005960264,0.00005640801,0.0004026449,0.0001098108],"domain_scores_gemma":[0.995446,0.00004644988,0.0006013793,0.0001770175,0.003654104,0.00007504228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007683795,0.0003452469,0.01100822,0.00001192915,0.0001387538,4.115966e-7,0.07386766,0.000001028661,0.00005845221,0.6158803,0.007780771,0.2908304],"study_design_scores_gemma":[0.0008597515,0.0001392491,0.04445862,0.0002371007,0.00005093356,0.00008767045,0.192373,0.00002508695,0.0007693566,0.1127512,0.647996,0.0002520811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.546442,0.004485962,0.04291557,0.2004078,0.00603536,0.001122225,0.00001687212,0.0004068378,0.1981674],"genre_scores_gemma":[0.9840024,0.004872635,0.01021398,0.0005496436,0.00006960886,0.00002906263,0.00002299486,0.000003911685,0.0002358051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6402152,"threshold_uncertainty_score":0.3121388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02273984494301743,"score_gpt":0.3534502391744409,"score_spread":0.3307103942314235,"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."}}