{"id":"W3042880226","doi":"10.1371/journal.pbio.3000737","title":"The Hong Kong Principles for assessing researchers: Fostering research integrity","year":2020,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":526,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Research integrity; Trustworthiness; Transparency (behavior); Engineering ethics; Rigour; Open science; Inclusion (mineral); Research ethics; Scientific misconduct; Public relations; Data science; Computer science; Political science; Sociology; Internet privacy; Epistemology; Social science; Alternative medicine; Engineering; Medicine; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01647146,0.0001196718,0.0003222275,0.00009077093,0.0006557094,0.0001599311,0.0007225318,0.0005409379,0.00004724915],"category_scores_gemma":[0.227367,0.00007505978,0.0001193002,0.0004165728,0.00141872,0.0000775674,0.001528258,0.005890616,0.00007336479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001495418,"about_ca_system_score_gemma":0.0009268632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003808234,"about_ca_topic_score_gemma":0.0001155767,"domain_scores_codex":[0.996133,0.0009924222,0.0005007403,0.0006190717,0.0007843226,0.0009704219],"domain_scores_gemma":[0.9270487,0.06964844,0.00008783054,0.0007511093,0.001933288,0.0005306446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004457734,0.0006570991,0.1698821,0.003777449,0.0007725319,0.0001310454,0.003165301,0.000003429677,0.4371296,0.2592431,0.003180979,0.1175996],"study_design_scores_gemma":[0.008535598,0.01288731,0.0516739,0.003453722,0.000164007,0.00004844954,0.01858404,0.04115333,0.1364886,0.494328,0.2315667,0.001116334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6831501,0.001269328,0.001883411,0.2928768,0.0002052119,0.002132427,0.00001885462,0.0001546394,0.01830924],"genre_scores_gemma":[0.9907908,0.0007240887,0.005578002,0.0008910313,0.0009048879,0.0001777978,0.00001569886,0.00003841121,0.0008792358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3076408,"threshold_uncertainty_score":0.9964029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9674769716565851,"score_gpt":0.7107831266067378,"score_spread":0.2566938450498473,"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."}}