{"id":"W7113355727","doi":"","title":"Earning Engagement as a Graduate Student Instructor","year":2024,"lang":"","type":"article","venue":"DigitalCommons - CalPoly (California State Polytechnic University)","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Student engagement; Quarter (Canadian coin); Power (physics); Section (typography); Key (lock); Craft","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":[0.005119139,0.0005127779,0.0004656909,0.001026845,0.006113912,0.01208746,0.001463277,0.001822448,0.02156761],"category_scores_gemma":[0.01048142,0.0003398732,0.0004120595,0.0004532628,0.004096162,0.004323635,0.02045717,0.006031164,0.008780727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524259,"about_ca_system_score_gemma":0.003713593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003554247,"about_ca_topic_score_gemma":0.001090959,"domain_scores_codex":[0.9940881,0.002201961,0.0001139173,0.0006915602,0.001857926,0.001046683],"domain_scores_gemma":[0.9850731,0.0008713694,0.0005889557,0.0008210014,0.001689423,0.01095616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001260766,0.002950919,0.0282049,0.0001501899,0.00002523809,0.001846597,0.3470003,0.0002829366,0.01542751,0.0585303,0.1725824,0.3728726],"study_design_scores_gemma":[0.00006775326,0.001788706,0.01194326,0.0002551681,0.00001962768,0.002511296,0.2503609,0.001164618,0.003359866,0.02324505,0.7052069,0.00007684504],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5825462,0.0007195957,0.02609625,0.05374018,0.002391242,0.0004583489,0.0001084373,0.001807068,0.3321327],"genre_scores_gemma":[0.8327234,0.0003384557,0.009811219,0.006244088,0.0005394799,0.0001929903,0.0001078162,0.0003024791,0.14974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02156761,"threshold_uncertainty_score":0.07215083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0602233089971305,"score_gpt":0.3211153854384187,"score_spread":0.2608920764412882,"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."}}