{"id":"W6902470568","doi":"10.7269/c1301n","title":"COMET in Action: Pilots, Progress, and What Comes Next","year":2025,"lang":"en","type":"other","venue":"California Digital Library","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Comet; Atmosphere (unit); Asteroid; Comet tail","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":[0.01812168,0.000627307,0.0005808846,0.001412607,0.006239171,0.01620991,0.003428998,0.007291541,0.1549507],"category_scores_gemma":[0.02288362,0.0003241932,0.0009356617,0.001586761,0.003770186,0.009827136,0.008690594,0.005771325,0.03064393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005520137,"about_ca_system_score_gemma":0.02819316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02980898,"about_ca_topic_score_gemma":0.08299831,"domain_scores_codex":[0.9895498,0.002729943,0.0003000577,0.0004940703,0.004350837,0.002575316],"domain_scores_gemma":[0.9682416,0.004474702,0.0006826021,0.001484651,0.007640051,0.01747636],"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":[0.0005749313,0.001961238,0.003674929,0.0006330034,0.00001895199,0.0003167866,0.002580947,0.00006177131,0.0004133978,0.02190687,0.6613256,0.3065316],"study_design_scores_gemma":[0.0003400908,0.0009041092,0.008387043,0.001053998,0.00002782965,0.0002513572,0.01786475,0.0003079129,0.0008843113,0.004816787,0.9651212,0.00004070989],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0257776,0.007436222,0.003983722,0.2460183,0.01381333,0.001196252,0.003880932,0.002834417,0.6950591],"genre_scores_gemma":[0.2470504,0.007132176,0.01771026,0.1024856,0.003238706,0.002174872,0.008220566,0.002072052,0.6099154],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1549507,"threshold_uncertainty_score":0.5183617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02884857223825483,"score_gpt":0.3255369441414522,"score_spread":0.2966883719031974,"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."}}