{"id":"W4410128720","doi":"10.1177/07591063251321673","title":"Researchers’ identities and their consequences for fieldwork. The methodological and scientific implications of gender, illicit practices and disclosure.","year":2025,"lang":"en","type":"article","venue":"Bulletin of Sociological Methodology/Bulletin de Méthodologie Sociologique","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Psychology; Criminology; 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":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.1650521,0.0003367359,0.001177138,0.0001722578,0.001959023,0.0001327782,0.0009148054,0.001627664,0.0001997754],"category_scores_gemma":[0.3684941,0.0002058505,0.0002572621,0.0002941172,0.04539853,0.00004369393,0.0007692768,0.001583182,0.000001140151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007855637,"about_ca_system_score_gemma":0.0006284012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005891565,"about_ca_topic_score_gemma":0.00004405675,"domain_scores_codex":[0.9100282,0.08700241,0.0008753318,0.0009249999,0.0002562406,0.0009127957],"domain_scores_gemma":[0.6832675,0.3146223,0.0008696404,0.0003686613,0.0007024706,0.0001694348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003975405,0.00009166449,0.01762068,0.0003823189,0.0002590472,0.000001893903,0.01860701,0.000003132647,0.007478276,0.9349533,0.005565974,0.0146392],"study_design_scores_gemma":[0.0003535831,0.0004483726,0.02572003,0.00005455718,0.00006658136,0.000008145802,0.09521028,0.000004971569,0.0009673241,0.8492649,0.02769129,0.0002099984],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.3663131,0.02644855,0.2418519,0.3591175,0.0002700362,0.002061631,0.0001253025,0.0001222377,0.003689787],"genre_scores_gemma":[0.3809249,0.02524413,0.5906424,0.001561057,0.0001170365,0.000484652,0.000007778056,0.00001426775,0.001003832],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3575564,"threshold_uncertainty_score":0.9996684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7863335431058093,"score_gpt":0.6038019122439885,"score_spread":0.1825316308618208,"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."}}