{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00493095,0.000388536,0.0004431878,0.0004246075,0.000813617,0.0009746997,0.0008198629,0.0006103776,0.00483954],"category_scores_gemma":[0.006585575,0.0001877405,0.0005142635,0.000324919,0.001742835,0.002049982,0.002180405,0.001152145,0.0004602857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009689485,"about_ca_system_score_gemma":0.001642279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003813893,"about_ca_topic_score_gemma":0.0004323415,"domain_scores_codex":[0.9975246,0.001418867,0.0001045339,0.0002988926,0.000461163,0.0001920497],"domain_scores_gemma":[0.9967059,0.00169822,0.0001964865,0.0007501875,0.0003648594,0.0002842664],"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":[0.001159501,0.001807211,0.007381947,0.001265012,0.00003496583,0.000407249,0.01349184,0.007282848,0.1195353,0.4402364,0.007399264,0.3999984],"study_design_scores_gemma":[0.0007388167,0.005350623,0.0246725,0.0004344568,0.0001545317,0.001981226,0.004624811,0.05591809,0.2093614,0.2516478,0.4448142,0.0003014907],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3012882,0.001276492,0.635284,0.002997228,0.0002714535,0.002114831,0.0001564269,0.001159965,0.05545132],"genre_scores_gemma":[0.6771465,0.0006304563,0.2974122,0.0003445875,0.00009672036,0.001890552,0.0001854428,0.000126986,0.02216658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00493095,"threshold_uncertainty_score":0.02607763,"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."}}