{"id":"W7140153615","doi":"","title":"Learning from the retraction and ridicule of fraudulent research about people and pet dogs in urban parks","year":2023,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grievance; Public health; Health worker; Qualitative research; Urban environment; Health services","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["research_integrity"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003038707,0.0002155056,0.00043856,0.0003167654,0.000133247,0.0002736032,0.0004370086,0.0002822709,0.006166003],"category_scores_gemma":[0.0005561567,0.0001702547,0.00002889303,0.000557004,0.000217683,0.00013326,0.0006117151,0.001400792,0.001657479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009582521,"about_ca_system_score_gemma":0.0001131143,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05487136,"about_ca_topic_score_gemma":0.130013,"domain_scores_codex":[0.9973632,0.0007573858,0.0002878011,0.0006409659,0.0006064889,0.000344236],"domain_scores_gemma":[0.9984142,0.0007112108,0.000285929,0.0004505213,0.00005714804,0.00008097358],"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":[0.0002823192,0.000146423,0.2262901,0.00006536522,0.000215457,0.0001005064,0.0134813,0.00001689623,0.001291881,0.00001153126,0.7298093,0.0282889],"study_design_scores_gemma":[0.001077853,0.0001463262,0.2570844,0.001498688,0.00005114154,0.000008795502,0.004123104,0.0002549444,0.0001528127,0.00003409477,0.7352702,0.000297673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7283756,0.001987911,6.781383e-7,0.0001721938,0.0001675237,0.001588576,0.0004734558,0.00001467242,0.2672194],"genre_scores_gemma":[0.4600428,0.002039391,0.0004338725,0.000005795469,0.0004099185,0.0001230141,0.0003439166,0.001617085,0.5349842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2683327,"threshold_uncertainty_score":0.9991198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06625544500683896,"score_gpt":0.3683860929646041,"score_spread":0.3021306479577652,"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."}}