{"id":"W2365614659","doi":"","title":"The Practice and Effect of Innovative Teaching on Botany Fieldwork","year":2014,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Promotion (chess); Resource (disambiguation); Field (mathematics); Mathematics education; Teaching method; Knowledge management; Engineering; Sociology; Computer science; Psychology; Political science; Mathematics","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":[0.01164772,0.00005478787,0.00008078127,0.0001342342,0.0003038965,0.0001626523,0.0001725074,0.00003672301,6.38312e-7],"category_scores_gemma":[0.005617039,0.00003678027,0.000004387402,0.0006619687,0.0001036282,0.0005794395,0.00007243556,0.000465901,0.000003256808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001952596,"about_ca_system_score_gemma":0.00006580263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001770285,"about_ca_topic_score_gemma":0.000004864361,"domain_scores_codex":[0.9960479,0.003224937,0.0001398298,0.0001710979,0.0002714098,0.0001448541],"domain_scores_gemma":[0.9931318,0.006267105,0.00005368957,0.0002452954,0.0002531377,0.00004894805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008620739,0.00007279086,0.00395455,0.0000288719,0.000009086601,0.000001204037,0.008354497,0.000008676313,0.001293014,0.8375039,0.001904309,0.1467829],"study_design_scores_gemma":[0.004198482,0.01108499,0.07174516,0.0007023231,0.00000809139,0.000009426361,0.0105278,0.01746647,0.04414607,0.0998478,0.7393444,0.0009189926],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.844757,0.0008861668,0.1155402,0.02719015,0.0005091702,0.0005333041,0.000001293315,0.00006414402,0.01051854],"genre_scores_gemma":[0.9930658,0.00009553438,0.00651895,0.0001666355,0.00005746963,0.0000367197,3.794592e-7,0.0000034815,0.00005500568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7376561,"threshold_uncertainty_score":0.6724527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0410000016302365,"score_gpt":0.4285746922115387,"score_spread":0.3875746905813022,"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."}}