{"id":"W4392564768","doi":"10.1145/3626252.3630867","title":"HelpMe: Student Help Seeking using Office Hours and Email","year":2024,"lang":"en","type":"article","venue":"","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Attendance; Medical education; Perception; Class (philosophy); Computer science; Office management; Value (mathematics); Psychology; 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":[0.0006544917,0.0005939382,0.0004030763,0.001387285,0.0006679835,0.001447892,0.0006956201,0.0005058918,0.0221628],"category_scores_gemma":[0.004166458,0.0001917068,0.0002871778,0.0007625857,0.0001774977,0.00124284,0.001581881,0.0004293464,0.006433099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001949782,"about_ca_system_score_gemma":0.0003538334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003735628,"about_ca_topic_score_gemma":0.0009249613,"domain_scores_codex":[0.9992488,0.0002338715,0.00006418457,0.0001008531,0.000247445,0.0001047714],"domain_scores_gemma":[0.9971637,0.0008489489,0.0004517901,0.0006348947,0.0003891096,0.0005115147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009965816,0.001234805,0.03207592,0.0004585401,0.00004168278,0.0002361828,0.002171424,0.0003425757,0.01284519,0.00137194,0.07659172,0.8716335],"study_design_scores_gemma":[0.0004953613,0.005312914,0.3299866,0.0005501451,0.0001708278,0.002801857,0.007505643,0.01958191,0.08284827,0.004630661,0.5456269,0.0004888736],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7626787,0.0005992373,0.05993681,0.001072659,0.0003392088,0.001979292,0.007914464,0.06459175,0.1008878],"genre_scores_gemma":[0.8612188,0.0004856931,0.06293813,0.000476268,0.0002597876,0.001040124,0.006605661,0.001541439,0.06543417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0221628,"threshold_uncertainty_score":0.07414192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03203261847283214,"score_gpt":0.3735603791943825,"score_spread":0.3415277607215503,"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."}}