{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005667624,0.0002405486,0.0003329323,0.0009459876,0.001006345,0.00207197,0.0007988829,0.001015211,0.00502049],"category_scores_gemma":[0.02324582,0.0002237284,0.0008480703,0.0007560873,0.0009373802,0.001436855,0.001024737,0.002872144,0.0008365027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006641795,"about_ca_system_score_gemma":0.001696737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007620712,"about_ca_topic_score_gemma":0.005074429,"domain_scores_codex":[0.9980893,0.0005438316,0.0001892191,0.0002454652,0.0004896036,0.0004426416],"domain_scores_gemma":[0.9819331,0.009352341,0.003406988,0.0009922766,0.001325481,0.002989769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005153187,0.0035586,0.9621843,0.00009231375,0.0001347626,0.0001332457,0.003894351,0.0003190596,0.0002867173,0.001521717,0.0006212807,0.02673833],"study_design_scores_gemma":[0.00004540151,0.00247786,0.9877424,0.00007592063,0.0001072847,0.0001575167,0.004732435,0.001526727,0.0003568086,0.001683872,0.001068079,0.00002562198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940835,0.0002212135,0.0005233273,0.000300426,0.00002902404,0.0001119562,0.0002110196,0.00002416756,0.004495278],"genre_scores_gemma":[0.9982858,0.00005359862,0.0001982757,0.0000634621,0.000008779875,0.00007511806,0.0001293359,0.000004203577,0.001181372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007620712,"threshold_uncertainty_score":0.02997363,"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."}}