{"id":"W4391597180","doi":"10.32920/25164653","title":"Serendipity and Digital Media Entrepreneurship Teams in Remote Work Ecosystems","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Serendipity; Entrepreneurship; Thematic analysis; Work (physics); Social media; Focus group; Nature versus nurture; Digital media; Public relations; Sociology; Qualitative research; Business; Knowledge management; Engineering; Marketing; Political science; Computer science; World Wide Web; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003093488,0.0003424714,0.0004277053,0.0002369564,0.00002123173,0.0002771094,0.0003117835,0.0005338907,0.0006548955],"category_scores_gemma":[0.00002566709,0.0003018292,0.0001003224,0.0001878484,0.00005152982,0.00004154957,0.0009084566,0.00129247,0.0006988596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008428364,"about_ca_system_score_gemma":0.00005470522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404816,"about_ca_topic_score_gemma":0.002471451,"domain_scores_codex":[0.9980464,0.00006573793,0.0004626611,0.0008678302,0.0001674936,0.0003898647],"domain_scores_gemma":[0.9988595,0.0001558892,0.000107119,0.0007278768,0.00001890564,0.00013066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001741205,0.0001629102,0.6601635,0.0007403778,0.0002711421,0.0003322264,0.01117376,0.00008395181,0.000002593116,0.009457234,0.008714759,0.3087234],"study_design_scores_gemma":[0.002340215,0.0001737895,0.775018,0.004080581,0.0001964371,0.0002995438,0.001972306,0.02080196,0.00001306556,0.1480099,0.04353771,0.003556519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9008207,0.001569221,0.0000446347,0.000406126,0.005329641,0.0003135231,0.0002546991,0.0001807498,0.09108065],"genre_scores_gemma":[0.9905126,0.0001052482,0.00007469308,0.00004903623,0.0004127609,0.00001654714,0.0002005344,0.00004803704,0.008580517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3051669,"threshold_uncertainty_score":0.9999434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784326629227482,"score_gpt":0.2802898812430814,"score_spread":0.2624466149508065,"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."}}