{"id":"W4255273318","doi":"10.1002/bmb.2002.494030020064","title":"Commentary","year":2002,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Political science; Public relations; Business; Biotechnology; Economic growth; Economics; Biology","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":[0.00002085581,0.00005479708,0.00006307445,0.00002140436,0.00003734006,0.000001712749,0.00002446306,0.0009750278,0.00008611587],"category_scores_gemma":[0.00001717722,0.0000478002,0.00002023212,0.00004257301,0.0001192375,0.000005541624,0.00001409617,0.0003485113,0.000009333761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008795074,"about_ca_system_score_gemma":0.00001374903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003921753,"about_ca_topic_score_gemma":3.780053e-8,"domain_scores_codex":[0.999715,0.000007940591,0.00006069981,0.0001283317,0.00001409875,0.0000739712],"domain_scores_gemma":[0.9997959,0.000004352018,0.00001813561,0.0001226355,0.00001539629,0.00004356047],"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":[0.00001043568,0.0001962847,0.002773046,0.00002977143,0.00005118005,0.00000422672,0.00002722552,8.406501e-9,0.9401904,0.001060643,0.03875441,0.01690235],"study_design_scores_gemma":[0.0002980062,0.00008196053,0.000449224,0.00002591669,0.00005815281,0.0002627567,0.0000759997,0.000009773408,0.8751279,0.0003332456,0.1231928,0.00008423248],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8336653,0.007319658,0.0001365599,0.1525535,0.0001852411,0.0000779296,0.000001376291,0.00004017481,0.006020322],"genre_scores_gemma":[0.9812375,0.0006651554,0.000551481,0.01669187,0.00007190883,0.000008528187,0.00006787136,0.000003447811,0.0007021969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1475723,"threshold_uncertainty_score":0.7520307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005131543945086948,"score_gpt":0.2585639964697591,"score_spread":0.2534324525246721,"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."}}