{"id":"W2051938890","doi":"10.1157/13112245","title":"Misconduct by researchers and authors","year":2007,"lang":"en","type":"review","venue":"Gaceta Sanitaria","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scientific misconduct; Confidentiality; Misconduct; Political science; Humanities; Library science; Law; Medicine; Art; Alternative medicine; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2826257,0.00326106,0.007776679,0.00750614,0.006930547,0.01866983,0.00863352,0.03225625,0.01663653],"category_scores_gemma":[0.6830903,0.002731937,0.003606973,0.009089211,0.01923618,0.0151749,0.01389618,0.02537276,0.0164859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01046496,"about_ca_system_score_gemma":0.03104252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001452413,"about_ca_topic_score_gemma":0.001601285,"domain_scores_codex":[0.4886288,0.2603488,0.07711481,0.04184137,0.1203047,0.01176142],"domain_scores_gemma":[0.2854063,0.326037,0.06170856,0.1521378,0.1538224,0.02088786],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001208247,0.0003207171,0.01033841,0.005207758,0.001035504,0.007427711,0.05630774,0.000776138,0.002131134,0.1193812,0.6227129,0.1731526],"study_design_scores_gemma":[0.0001381784,0.0002180132,0.001277301,0.009280816,0.0002854491,0.004373687,0.009038525,0.003578988,0.004057987,0.05891246,0.9085613,0.0002773378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02612973,0.03592818,0.08748933,0.548268,0.1584699,0.008654056,0.002003623,0.003185067,0.1298722],"genre_scores_gemma":[0.2615443,0.01869439,0.1390957,0.3906636,0.02513859,0.02266332,0.002224127,0.002205171,0.1377709],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9677438,"threshold_uncertainty_score":0.8846502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8771209746285896,"score_gpt":0.6903676447466504,"score_spread":0.1867533298819393,"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."}}