{"id":"W2316422616","doi":"10.1002/bmb.20708","title":"Websites of note","year":2013,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry; nobody; Subject (documents); TUTOR; Set (abstract data type); Computer science; Psychology; Library science; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004269827,0.0001100555,0.0001144598,0.00001777727,0.00003512284,0.00001434614,0.0001433817,0.0002158343,0.0008802005],"category_scores_gemma":[0.000174256,0.0001093568,0.000039363,0.000052978,0.0001702812,0.00002595319,0.0000643368,0.0001208741,0.00001741325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002489366,"about_ca_system_score_gemma":0.000207601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007769781,"about_ca_topic_score_gemma":2.384099e-7,"domain_scores_codex":[0.9993665,0.000009459119,0.0001583818,0.000238437,0.00005977156,0.0001675102],"domain_scores_gemma":[0.9993841,0.00002696139,0.00007744589,0.0002873331,0.0001268552,0.00009728178],"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":[0.000003381723,0.00007199428,0.003530501,0.0001908632,0.00001685934,3.051099e-7,0.00001895008,9.236839e-8,0.9870266,0.0002312611,0.0005974073,0.008311819],"study_design_scores_gemma":[0.0001106615,0.000008643206,0.0001416928,0.00002445001,0.000009804295,0.0000152409,0.00007830914,0.00001669217,0.9936339,0.001940257,0.003914074,0.0001062821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734945,0.0009528491,0.0001430733,0.0005468695,0.00003143874,0.00004782356,0.000009728923,0.00002240202,0.02475131],"genre_scores_gemma":[0.9954118,0.00004952676,0.001451029,0.0000939439,0.00008373475,0.00004896995,0.0001611761,0.000008989307,0.002690804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0220605,"threshold_uncertainty_score":0.9637578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005549551300085148,"score_gpt":0.2900860748457271,"score_spread":0.2845365235456419,"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."}}