{"id":"W6894212824","doi":"10.5683/sp3/3ak0ur","title":"Teaching Tips","year":2025,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Work (physics); Process (computing); Data collection; Teaching method","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":[0.001015595,0.002753585,0.001307878,0.003460984,0.0009962062,0.002149674,0.002785923,0.002442416,0.1381813],"category_scores_gemma":[0.007036147,0.0007356941,0.001205989,0.005451728,0.0004854743,0.001908169,0.002168428,0.00218398,0.2316975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001432134,"about_ca_system_score_gemma":0.002550336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01669106,"about_ca_topic_score_gemma":0.04135311,"domain_scores_codex":[0.9985856,0.0002382432,0.0001446573,0.0004693783,0.0003302138,0.0002319957],"domain_scores_gemma":[0.9969734,0.000824243,0.000199623,0.0007000969,0.0008198591,0.0004828011],"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":[0.00006790915,0.00003330004,0.0004688156,0.0003769285,0.000009508539,0.00001564879,0.00001787668,0.0001364486,0.00009591431,0.0001479579,0.9952875,0.003342142],"study_design_scores_gemma":[0.000295135,0.00006744163,0.003575442,0.0002647224,0.00003069886,0.0001118427,0.0001596849,0.0007698779,0.000716961,0.00125302,0.992714,0.00004122082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002987488,0.00008150125,0.0001925595,0.00009605328,0.00005203162,0.00004069837,0.995959,0.001374701,0.001904688],"genre_scores_gemma":[0.0005113539,0.00004530276,0.000455592,0.00007345891,0.00001056957,0.000143091,0.9973288,0.0001443229,0.001287653],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1381813,"threshold_uncertainty_score":0.4622625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697704214029794,"score_gpt":0.2981954981214401,"score_spread":0.2812184559811421,"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."}}