{"id":"W4414868060","doi":"10.1145/3769394.3769414","title":"Hands on Session: Lab Session 2","year":2025,"lang":"en","type":"article","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001482262,0.001770929,0.002104824,0.0008469619,0.002095224,0.004226619,0.001778943,0.004719037,0.8974555],"category_scores_gemma":[0.003962801,0.0005206448,0.001684862,0.0003975264,0.0004495978,0.001457001,0.00276496,0.003115045,0.7420155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008162693,"about_ca_system_score_gemma":0.0011935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008201969,"about_ca_topic_score_gemma":0.001339844,"domain_scores_codex":[0.9992571,0.0001040447,0.00002984435,0.0001744441,0.0001769955,0.0002574817],"domain_scores_gemma":[0.996108,0.0004622709,0.0001038195,0.000268743,0.000886399,0.002170747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002853785,0.0004930113,0.0001922091,0.0002210366,0.00002056971,0.0001757277,0.00003015681,0.00006135198,0.002373361,0.0003333232,0.9590583,0.03418715],"study_design_scores_gemma":[0.0008642519,0.001542904,0.002464795,0.0002593603,0.00004794851,0.0002865515,0.0001478921,0.0003889911,0.003157307,0.001536702,0.9892563,0.00004702644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01009528,0.003255325,0.006679908,0.02579103,0.10318,0.003599601,0.0179543,0.01150343,0.817941],"genre_scores_gemma":[0.01586631,0.0007228238,0.000759609,0.003996726,0.009972092,0.0008471801,0.003113194,0.001059739,0.9636624],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1025445,"threshold_uncertainty_score":0.1462673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.121460878186728,"score_gpt":0.4347384401892856,"score_spread":0.3132775620025576,"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."}}