{"id":"W7161999907","doi":"10.82308/6091","title":"Better late than never? Identity work, trajectories, and persistence of latecomers to science","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Persistence (discontinuity); Context (archaeology); Nous","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","sts"],"consensus_categories":[],"category_scores_codex":[0.004371596,0.0002582003,0.0007139647,0.002359869,0.006634438,0.006919533,0.001234831,0.001526272,0.006316855],"category_scores_gemma":[0.01835419,0.0003932817,0.0004061429,0.001921055,0.002814959,0.003861637,0.003480236,0.003964898,0.001079151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003305406,"about_ca_system_score_gemma":0.006169158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.139335,"about_ca_topic_score_gemma":0.1856625,"domain_scores_codex":[0.9984219,0.0004351542,0.00007492946,0.0002051608,0.0003593227,0.0005034785],"domain_scores_gemma":[0.9862568,0.002340079,0.003355547,0.0005816282,0.00236531,0.005100654],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002316124,0.0003475983,0.799031,0.00007486611,0.00004922526,0.0003313555,0.1776355,0.00004884433,0.0003567186,0.002442532,0.001599597,0.01785115],"study_design_scores_gemma":[0.00001529607,0.0002216286,0.622242,0.0002040453,0.00002975362,0.0002086678,0.3682858,0.0002357026,0.0001642143,0.001166048,0.007176944,0.00004997737],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963123,0.0004168562,0.000106575,0.001118009,0.00003707983,0.00001279699,0.00007983658,0.000003176923,0.001913256],"genre_scores_gemma":[0.9957522,0.0004999195,0.00009167499,0.0002127513,0.0000169644,0.00001823113,0.0001057624,0.000007319923,0.003295216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9956284,"threshold_uncertainty_score":0.277048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02541140208400824,"score_gpt":0.2769964559335048,"score_spread":0.2515850538494966,"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."}}