{"id":"W2016279106","doi":"10.1007/s00897010458a","title":"Student-Designed Experiment","year":2001,"lang":"en","type":"article","venue":"The Chemical Educator","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Victoria","funders":"","keywords":"Mathematics education; Style (visual arts); Ideal (ethics); Recipe; Computer science; Population; Psychology; Epistemology; Sociology; Chemistry; Food science; Visual arts","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001290488,0.0001909916,0.0001694823,0.00001230375,0.0001138314,0.0000723893,0.0008883226,0.000115994,0.007600735],"category_scores_gemma":[0.0001600402,0.0001372656,0.0001025464,0.0001266075,0.0001691562,0.00004093874,0.0002246696,0.0003760468,0.000280532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002348881,"about_ca_system_score_gemma":0.0001691326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002172397,"about_ca_topic_score_gemma":4.208864e-7,"domain_scores_codex":[0.9985041,0.00001441046,0.0002195147,0.0003121919,0.0004448425,0.0005049154],"domain_scores_gemma":[0.9987275,0.0001281868,0.0000514724,0.0007736902,0.00005056792,0.0002686048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000320176,0.000301251,0.001071534,0.00002365055,0.00004204009,0.00001120382,0.0007024211,2.886327e-7,0.9840472,0.0001109618,0.01276958,0.0008878525],"study_design_scores_gemma":[0.0003246556,0.000005691712,0.00002885505,0.00001406716,0.00001337028,0.00004644276,0.001205747,0.000008391331,0.9464568,0.0002156182,0.05150901,0.0001713077],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9420081,0.0003418511,0.000004982001,0.002737721,0.0000878417,0.00007082967,0.000003137392,0.0001153554,0.05463017],"genre_scores_gemma":[0.9836624,0.00003872129,0.0001371086,0.0002496014,0.0008901465,0.0001130129,0.00001426575,0.00003331728,0.0148614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04165432,"threshold_uncertainty_score":0.9933065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0263746273077904,"score_gpt":0.3390904461663488,"score_spread":0.3127158188585584,"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."}}