{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003554348,0.0003322493,0.0002960508,0.001500916,0.009923466,0.009916001,0.001048411,0.001055583,0.004914545],"category_scores_gemma":[0.006977543,0.0002661087,0.0002435475,0.0008264958,0.01089785,0.004870432,0.0122395,0.001859291,0.0004691019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001353474,"about_ca_system_score_gemma":0.001403667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000964975,"about_ca_topic_score_gemma":0.002015138,"domain_scores_codex":[0.9960877,0.002431971,0.00009048745,0.0003552369,0.0003450723,0.0006895726],"domain_scores_gemma":[0.9926892,0.003389302,0.0010698,0.0003007388,0.0002129834,0.002337997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001347895,0.0004474968,0.05756139,0.0001874263,0.00002678419,0.002757278,0.8686921,0.0002187539,0.000977815,0.02135185,0.00192918,0.0457151],"study_design_scores_gemma":[0.00001240349,0.0001358396,0.0220988,0.0001636258,0.00001184868,0.0007159812,0.9565533,0.0002673173,0.0002478196,0.004381494,0.01539221,0.00001938018],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765157,0.0003022723,0.001018555,0.001271005,0.00005221012,0.00002075763,0.000008516918,0.00001177139,0.02079917],"genre_scores_gemma":[0.9984415,0.000133807,0.0002164913,0.00007765331,0.00002031527,0.0000142692,0.000004185617,0.000005638184,0.001086047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009923466,"threshold_uncertainty_score":0.0187974,"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."}}