{"id":"W2353114774","doi":"","title":"Reformation and exploration for experiment of applied chemistry","year":2004,"lang":"en","type":"article","venue":"","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Mathematics education; Consciousness; Chemistry education; Chemistry; General chemistry; Teaching method; Computer science; Psychology; Quality (philosophy); Physical chemistry; Epistemology; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001554733,0.00002809676,0.00003725131,0.0000131532,0.00002839816,0.00001835535,0.00007021469,0.00001533569,0.000003141741],"category_scores_gemma":[0.00000555174,0.00002363648,0.000008142722,0.00004209081,0.000007173513,0.0001818315,0.00001554263,0.0000139065,9.122401e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001744495,"about_ca_system_score_gemma":0.00002095796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003590764,"about_ca_topic_score_gemma":1.395518e-7,"domain_scores_codex":[0.9997528,0.000004016611,0.00008568063,0.00007238288,0.00004712425,0.00003797848],"domain_scores_gemma":[0.999805,0.0000114631,0.00003481341,0.0001097656,0.00001928742,0.00001970643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005763575,0.00008512109,0.000005555432,0.00004769261,0.000004774171,1.83166e-8,0.01869426,0.0002216362,0.1608042,0.7743198,0.00007987429,0.04573132],"study_design_scores_gemma":[0.0003206638,0.00001468704,0.00008556341,0.000003631994,8.929649e-7,5.270118e-7,0.0004018228,0.001225814,0.9723508,0.0239402,0.001608475,0.00004688932],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03655306,0.000008431944,0.9560364,0.0005320522,0.00004493756,0.00007708583,1.102513e-7,0.00003383413,0.006714107],"genre_scores_gemma":[0.5955817,0.000001086496,0.404283,0.00004323504,0.000009839806,0.00002352873,0.000001570077,9.261263e-7,0.00005517282],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8115466,"threshold_uncertainty_score":0.09638677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03680836409947544,"score_gpt":0.3274669413878916,"score_spread":0.2906585772884162,"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."}}