{"id":"W4413201281","doi":"10.3102/ip.25.2185716","title":"Exploring Extracurricular Opportunities: Mentoring Teacher Candidates in a University Robotics Club","year":2025,"lang":"en","type":"article","venue":"","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Crandall University","funders":"","keywords":"Club; Robotics; Artificial intelligence; Computer science; Mathematics education; Medical education; Multimedia; Psychology; Robot; Medicine","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":[0.004195551,0.0008078864,0.000621185,0.001353944,0.04410603,0.01129086,0.003464434,0.003861723,0.02409832],"category_scores_gemma":[0.007889245,0.0005739324,0.0008730332,0.0007730213,0.004367519,0.003233142,0.01324364,0.006944929,0.005135612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003155786,"about_ca_system_score_gemma":0.008488309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003783381,"about_ca_topic_score_gemma":0.02614449,"domain_scores_codex":[0.9944233,0.002456691,0.00008135161,0.0004120802,0.0003870207,0.002239547],"domain_scores_gemma":[0.9732299,0.001161887,0.0005915797,0.0003841764,0.0009042248,0.02372819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001371674,0.01969208,0.05292423,0.0004005583,0.00006153881,0.02129619,0.6283155,0.001026377,0.005928718,0.01787154,0.0760004,0.1751112],"study_design_scores_gemma":[0.00009412688,0.00177147,0.01613051,0.0001676916,0.00002040245,0.002140316,0.830058,0.001439011,0.001230569,0.002572536,0.1442457,0.0001296099],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453231,0.0002005605,0.00260598,0.008724571,0.001149495,0.0004148653,0.0000654906,0.0002237021,0.04129234],"genre_scores_gemma":[0.949271,0.000168104,0.002176757,0.001025557,0.0002466644,0.0001905293,0.0000631531,0.00009730711,0.04676083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04410603,"threshold_uncertainty_score":0.08061695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124171380938882,"score_gpt":0.3237713536680417,"score_spread":0.1995999727291597,"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."}}