{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008385121,0.00008050625,0.0001633296,0.00004154083,0.0004552683,0.0001811412,0.0002921882,0.00003868627,0.00004676739],"category_scores_gemma":[0.0006486806,0.00007063106,0.00001036966,0.001632544,0.00008900416,0.0002860401,0.0002495385,0.0001509202,0.000003891366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007695107,"about_ca_system_score_gemma":0.00004998807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004565944,"about_ca_topic_score_gemma":0.05169986,"domain_scores_codex":[0.9990678,0.0001698446,0.0002298978,0.0002340573,0.0001265826,0.0001718312],"domain_scores_gemma":[0.9995571,0.0001090983,0.00004362188,0.00009633468,0.0001738788,0.00001993806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000105435,0.00007762046,0.6148485,0.0000427515,0.0000260129,0.00001385616,0.3739423,0.00001816271,0.00005940366,0.005588313,0.0001081405,0.005273852],"study_design_scores_gemma":[0.0009292581,0.00001247899,0.4137862,0.0004457838,0.00004159733,9.313599e-7,0.5800481,0.0001247675,0.0001076291,0.002756385,0.001480034,0.0002667844],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719809,0.002792645,0.00002413562,0.002326349,0.0001413814,0.0002736265,0.000003289119,0.00002994515,0.02242773],"genre_scores_gemma":[0.9981916,0.0009358693,0.00007372659,0.0000475365,0.00003745832,0.000006095297,0.00002109878,0.000008346082,0.0006782708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2061058,"threshold_uncertainty_score":0.9656041,"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."}}