{"id":"W2366015142","doi":"","title":"Teaching reformation and innovation of physical chemistry in forestry university","year":2015,"lang":"en","type":"article","venue":"Journal of Science of Teachers' College and University","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Subject (documents); Quality (philosophy); Mathematics education; Chemistry education; Chemistry; Computer science; Engineering ethics; Engineering; Psychology; Library science; 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":[0.002459097,0.0001148423,0.0001851717,0.0007111127,0.001947038,0.002636306,0.0006908529,0.0007207457,0.004628971],"category_scores_gemma":[0.003939463,0.0001144674,0.0002856271,0.0007386165,0.001521591,0.001898548,0.002424592,0.0009380606,0.0004940223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003823779,"about_ca_system_score_gemma":0.007059255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001475644,"about_ca_topic_score_gemma":0.003401345,"domain_scores_codex":[0.998243,0.0007262914,0.00007385486,0.0002168125,0.0004697644,0.0002702705],"domain_scores_gemma":[0.9975178,0.0006539947,0.0002562044,0.000260104,0.0004581947,0.0008536514],"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":[0.0001220451,0.001174089,0.02431318,0.0009087624,0.00001819417,0.0004774065,0.04251036,0.00225296,0.01318969,0.2744998,0.01759842,0.622935],"study_design_scores_gemma":[0.0001151404,0.0008286841,0.09804796,0.0008981905,0.00009126903,0.001362605,0.02900023,0.01069301,0.02721091,0.1279672,0.7036622,0.0001225043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6771773,0.005561361,0.04964219,0.02027167,0.0008825572,0.0005559237,0.00005884797,0.0004144847,0.2454357],"genre_scores_gemma":[0.9571198,0.001296265,0.01593292,0.0006488581,0.0001546636,0.00007634827,0.00002990317,0.00002252374,0.02471862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004628971,"threshold_uncertainty_score":0.02774352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02423733317837724,"score_gpt":0.2838396626058059,"score_spread":0.2596023294274287,"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."}}