{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001952491,0.00004688991,0.0001325908,0.0004537303,0.000094275,0.00001096945,0.0003657679,0.00003187297,4.56885e-7],"category_scores_gemma":[0.000144736,0.00004475101,0.00001928227,0.001064866,0.0002973518,0.001403587,0.0001264585,0.0002008858,4.527307e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001394492,"about_ca_system_score_gemma":0.0004140783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006099395,"about_ca_topic_score_gemma":0.000001669574,"domain_scores_codex":[0.9993483,0.00009441107,0.0001421254,0.00009374329,0.0002444378,0.0000769521],"domain_scores_gemma":[0.9992357,0.0000423519,0.0003071599,0.00009371594,0.000240856,0.00008024894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004006533,0.00139775,0.09133794,0.0002249684,0.0000617636,0.00008621525,0.2501361,0.000650572,0.1255398,0.4699098,0.0007028657,0.05955156],"study_design_scores_gemma":[0.01240808,0.001855768,0.4802472,0.0008099373,0.000128562,0.0004316398,0.3287082,0.09517387,0.04825795,0.0140363,0.01689349,0.001048936],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889553,0.000009975503,0.007921016,0.0004030231,0.00003927628,0.00002508477,0.000001067449,0.000003606733,0.002641698],"genre_scores_gemma":[0.9828661,0.000003303458,0.0168438,0.000005165185,0.00001214916,5.195306e-9,1.089438e-7,7.48648e-7,0.0002686065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4558735,"threshold_uncertainty_score":0.1824893,"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."}}