{"id":"W2053542629","doi":"10.1242/dev.103663","title":"An interview with Benoit Bruneau","year":2013,"lang":"en","type":"article","venue":"Development","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Reading (process); Genetics","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":[0.00005225776,0.00009696921,0.00007939702,0.00006318366,0.00003031904,0.00002890802,0.0001469295,0.00003328039,0.0003570114],"category_scores_gemma":[3.814993e-7,0.00007925723,0.00000747159,0.00007882854,0.00001195493,0.0001373945,0.00003023538,0.00006380518,0.0003901993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005201867,"about_ca_system_score_gemma":0.000009638413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003548925,"about_ca_topic_score_gemma":0.00002882912,"domain_scores_codex":[0.9995466,0.000004330731,0.0001076994,0.0001029334,0.00007444162,0.0001640101],"domain_scores_gemma":[0.9997757,0.000002201335,0.00001032308,0.0001593543,0.00001408827,0.00003830043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001458632,0.00008960629,0.003328756,0.0001338815,0.0002241144,0.0000153984,0.0009247155,0.0005869748,0.001053861,0.004239401,0.02379342,0.9656084],"study_design_scores_gemma":[0.0005038111,0.0001045744,0.2265908,0.00008993896,0.00001671097,0.000005912534,0.0004565614,0.002600786,0.01107257,0.0004454592,0.7575382,0.0005747565],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8757814,0.0002220911,0.09671578,0.0007286621,0.00028869,0.000561529,4.240303e-7,0.001942562,0.02375891],"genre_scores_gemma":[0.9624708,0.00001747957,0.03674631,0.0001343085,0.000009407875,0.0001594899,0.00001086402,0.00001755378,0.0004338117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9650337,"threshold_uncertainty_score":0.5015352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006621249417783103,"score_gpt":0.1852483304731259,"score_spread":0.1786270810553428,"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."}}