{"id":"W373586","doi":"10.1146/annurev.ph.41.030179.001015","title":"Engaging Sophomores: Attending to the Needs of Second-Year Students","year":2008,"lang":"en","type":"article","venue":"College and university","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Matriculation; Medical education; Quarter (Canadian coin); Variety (cybernetics); Psychology; Higher education; Task (project management); Public relations; Mathematics education; Medicine; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002458301,0.0004829924,0.0004954328,0.0007416161,0.005831758,0.005556113,0.001179946,0.001782633,0.00457134],"category_scores_gemma":[0.003613082,0.0005690554,0.0006253097,0.0004841771,0.001467866,0.003125071,0.006762349,0.002965021,0.001215446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001767594,"about_ca_system_score_gemma":0.006702416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00909746,"about_ca_topic_score_gemma":0.03997983,"domain_scores_codex":[0.9985273,0.0003712803,0.00006038523,0.0001174354,0.0002416727,0.0006820292],"domain_scores_gemma":[0.9946355,0.0002108732,0.0004248006,0.00008523175,0.0004306976,0.004212853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000220763,0.001850526,0.3531343,0.0008478698,0.00006985726,0.005129547,0.3458343,0.0001143885,0.008930293,0.004954614,0.09531501,0.1835986],"study_design_scores_gemma":[0.00002108516,0.001258897,0.2627643,0.0006078384,0.00005007938,0.002958592,0.6194769,0.0001957109,0.001141288,0.00219431,0.1092138,0.0001172193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641205,0.001523072,0.0006663984,0.01288347,0.001042472,0.0001169286,0.000129378,0.00007046904,0.01944731],"genre_scores_gemma":[0.9718761,0.002418888,0.001743779,0.0104061,0.0004071771,0.0001750687,0.0002529577,0.00003493502,0.01268495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00909746,"threshold_uncertainty_score":0.018089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03164275050906028,"score_gpt":0.3203576224182128,"score_spread":0.2887148719091525,"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."}}