{"id":"W4251771892","doi":"10.1080/00963402.2006.11460996","title":"Sparring partners","year":2006,"lang":"en","type":"article","venue":"Bulletin of the Atomic Scientists","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Business; Political science; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008198469,0.0009230025,0.0004989947,0.001401494,0.001109378,0.001818652,0.00108944,0.001067809,0.6843889],"category_scores_gemma":[0.00128271,0.0003559281,0.0002992552,0.001145095,0.000241059,0.001514489,0.002018371,0.001020837,0.4269692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005601787,"about_ca_system_score_gemma":0.001669253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00316473,"about_ca_topic_score_gemma":0.00847831,"domain_scores_codex":[0.999478,0.00003842501,0.00001492279,0.0001360715,0.0002323317,0.0001003133],"domain_scores_gemma":[0.9987516,0.0000697763,0.00004101026,0.0001653662,0.0004307377,0.0005414921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001568534,0.0001551031,0.0006866633,0.000171833,0.000007361565,0.0001620794,0.00007806558,0.0001245797,0.003487945,0.005085005,0.7715669,0.2183176],"study_design_scores_gemma":[0.000006681114,0.00001988274,0.0003565186,0.00001295687,0.000002584039,0.00008648036,0.00002774971,0.00004721595,0.0003549135,0.0004251249,0.9986577,0.000002193244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002687324,0.002371625,0.002385059,0.002481844,0.001635517,0.0001870909,0.006006612,0.002474668,0.9797703],"genre_scores_gemma":[0.00300174,0.0006228731,0.0008260204,0.0004802008,0.0001020985,0.00003240683,0.003280992,0.000278726,0.991375],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6843889,"threshold_uncertainty_score":0.4501808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003829210340625239,"score_gpt":0.1756473671794384,"score_spread":0.1718181568388131,"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."}}