{"id":"W4412073779","doi":"10.29173/isotl894","title":"SoTL in 60: Session 10","year":2025,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Session (web analytics); Computer science; Psychology; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[],"category_scores_codex":[0.004211654,0.00110012,0.0006630427,0.001077022,0.005179625,0.009513234,0.001506152,0.004988867,0.5931706],"category_scores_gemma":[0.003844687,0.0003878174,0.001167794,0.0007429304,0.0008376298,0.004302733,0.009414141,0.00605915,0.3739569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003736892,"about_ca_system_score_gemma":0.006072829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004436774,"about_ca_topic_score_gemma":0.01177649,"domain_scores_codex":[0.997993,0.0003098673,0.00005613479,0.0002517462,0.0005783951,0.0008107858],"domain_scores_gemma":[0.9965784,0.0002033035,0.00006727602,0.0001269417,0.0008457854,0.002178409],"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":[0.00005982545,0.00002545105,0.0000631573,0.00004359713,0.00000106078,0.00003351739,0.00006998394,0.000007692585,0.0001767325,0.001347553,0.9902005,0.007970997],"study_design_scores_gemma":[0.00001331784,0.00002026215,0.0002145903,0.00005766764,0.000001156705,0.00001822772,0.0001704507,0.00002065631,0.00007995668,0.0006286415,0.9987699,0.000005106695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00227586,0.002497028,0.00202346,0.06129747,0.16005,0.0004509218,0.004642818,0.00233461,0.7644277],"genre_scores_gemma":[0.007240068,0.0006886987,0.0004104127,0.01013778,0.0105042,0.0002616564,0.00289393,0.0007954389,0.9670679],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5931706,"threshold_uncertainty_score":0.5802927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355695748380094,"score_gpt":0.2863441265154574,"score_spread":0.2727871690316565,"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."}}