{"id":"W7074206710","doi":"","title":"Abstraction, reformulation, and approximation 7th International Symposium, SARA 2007, Whistler, Canada, July 18-21, 2007 ; proceedings","year":2007,"lang":"en","type":"article","venue":"","topic":"Glass properties and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Exposition (narrative); Term (time)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004292593,0.001240819,0.002153251,0.001228773,0.001390555,0.0061937,0.002583783,0.001065406,0.01986564],"category_scores_gemma":[0.007510183,0.001203181,0.00240372,0.001829378,0.002497009,0.005984791,0.0035329,0.003636372,0.004143669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004166905,"about_ca_system_score_gemma":0.00485623,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02316013,"about_ca_topic_score_gemma":0.02988252,"domain_scores_codex":[0.996669,0.0008824402,0.0003145685,0.0005437065,0.001238703,0.0003514905],"domain_scores_gemma":[0.9971432,0.001034469,0.00008593557,0.0008998481,0.000725784,0.0001107193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009054808,0.0002246048,0.000997615,0.0005146981,0.0002330186,0.0001605955,0.0007380881,0.02711401,0.006093756,0.2890649,0.1374608,0.5364925],"study_design_scores_gemma":[0.0001859204,0.0001421998,0.001043188,0.0002860743,0.0002991956,0.000342442,0.0004559755,0.3086863,0.01508453,0.4094074,0.2639719,0.00009483766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.008191362,0.007347919,0.9577253,0.003244465,0.001217374,0.0001218339,0.0003913493,0.004714765,0.0170455],"genre_scores_gemma":[0.1302249,0.009330036,0.7980073,0.0008650591,0.001150656,0.0002343023,0.003285184,0.0027621,0.05414044],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9768399,"threshold_uncertainty_score":0.06645715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271753616943797,"score_gpt":0.2344442965909619,"score_spread":0.2217267604215239,"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."}}