{"id":"W4246367607","doi":"10.1142/s0219030306000462","title":"Industry Watch","year":2006,"lang":"en","type":"article","venue":"Asia-Pacific Biotech News","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"License; Business; Management; Medicine; Engineering; Political science","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002210339,0.0001583313,0.0002321953,0.00009234874,0.00009181061,0.00002745958,0.00008627194,0.002314572,0.0003475923],"category_scores_gemma":[0.00002201916,0.0001178322,0.0001020713,0.0004546301,0.000425953,0.00004872532,0.00003479403,0.001685639,0.0001700215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006343813,"about_ca_system_score_gemma":0.0001241118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004298752,"about_ca_topic_score_gemma":0.00003321146,"domain_scores_codex":[0.9986444,0.00002813467,0.0003066774,0.0003099733,0.0004095388,0.0003012843],"domain_scores_gemma":[0.999274,0.00002400196,0.00007430968,0.0003857118,0.00006815794,0.0001738361],"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":[0.0001688629,0.0008858673,0.01163402,0.0002257289,0.0001059738,0.0001985338,0.0002425297,0.000006384509,0.2335162,0.03227954,0.4258894,0.294847],"study_design_scores_gemma":[0.001152332,0.0001785667,0.02122574,0.0001116255,0.00005790598,0.0001441871,0.0005197289,0.0002336456,0.0482765,0.006557808,0.921289,0.0002530233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1816125,0.0008204905,0.0030605,0.5679471,0.001138985,0.0008680644,0.00002293388,0.0006010822,0.2439284],"genre_scores_gemma":[0.9784111,0.00005681602,0.0017993,0.0005682286,0.0007496944,0.000007825141,0.00009620385,0.00002569346,0.01828512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7967986,"threshold_uncertainty_score":0.9989806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503190525947357,"score_gpt":0.2678089108685391,"score_spread":0.2527770056090656,"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."}}