{"id":"W4200418751","doi":"10.1177/01708406211058647","title":"Strangers in the Dark: Navigating opacity and transparency in open online career-related knowledge sharing","year":2021,"lang":"en","type":"article","venue":"Organization Studies","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Openness to experience; Transparency (behavior); Balance (ability); Knowledge sharing; Scholarship; Open science; Public relations; Knowledge management; Open data; Exploit; Process (computing); Business; Sociology; Psychology; Political science; Computer science; World Wide Web; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01421261,0.0003566295,0.0003995672,0.001428187,0.008780914,0.009823672,0.001284048,0.001947424,0.002324424],"category_scores_gemma":[0.04376964,0.0005555099,0.0003971166,0.0008688536,0.01707349,0.009987746,0.01191952,0.003244187,0.0002497947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001809811,"about_ca_system_score_gemma":0.002876219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002416781,"about_ca_topic_score_gemma":0.002813508,"domain_scores_codex":[0.9763446,0.01899793,0.0004738097,0.001082794,0.001956885,0.001144045],"domain_scores_gemma":[0.9592431,0.02967408,0.004534767,0.002928094,0.001209207,0.002410665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001071199,0.00007966472,0.01156089,0.00007839142,0.00001555228,0.0004243438,0.9508234,0.0001959245,0.002910943,0.02096943,0.0002816315,0.01255276],"study_design_scores_gemma":[0.00005296147,0.0002690644,0.01577523,0.0002770334,0.00005499049,0.0008548698,0.8647922,0.003744478,0.0026909,0.08108748,0.03025942,0.0001413453],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550707,0.0002616797,0.01913687,0.002640019,0.0000519244,0.00006621393,0.00001547148,0.00006750527,0.02268961],"genre_scores_gemma":[0.9972954,0.00004349188,0.001772296,0.0001273736,0.000009438469,0.00001916292,0.000006611951,0.00001684699,0.000709416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01421261,"threshold_uncertainty_score":0.07516438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.132285891542778,"score_gpt":0.4009461025482989,"score_spread":0.268660211005521,"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."}}