{"id":"W2143952996","doi":"10.1287/orsc.1100.0614","title":"Knowledge Collaboration in Online Communities","year":2011,"lang":"en","type":"article","venue":"Organization Science","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":1022,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Generative grammar; Knowledge management; Scope (computer science); Sociology; Resource (disambiguation); Identity (music); Organizational learning; Public relations; Online community; Political science; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.0008798552,0.00004324639,0.00005234808,0.0002686609,0.0006489583,0.0001333891,0.0004507134,0.00002540001,0.0005820449],"category_scores_gemma":[0.0003994691,0.00004621258,0.000004493098,0.005059015,0.0004382234,0.0008758988,0.0001137856,0.0000468484,0.0001161535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001273743,"about_ca_system_score_gemma":0.0003030662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006625109,"about_ca_topic_score_gemma":0.02264617,"domain_scores_codex":[0.999337,0.00007275894,0.000117322,0.000103504,0.000199926,0.0001695127],"domain_scores_gemma":[0.9992964,0.00002228548,0.00003936476,0.0001250068,0.0004709256,0.00004600841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001275288,0.0001486614,0.3920052,0.000004473802,9.066538e-7,6.447742e-7,0.3845155,0.000004457387,0.0003342974,0.2196855,0.0002081104,0.00309104],"study_design_scores_gemma":[0.0004663783,0.00003810935,0.5328673,0.00006184197,0.000008849277,3.515528e-7,0.42298,0.001436998,0.003537636,0.003722295,0.03445755,0.0004227721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7085345,0.00003093731,0.0006955045,0.0001953085,0.000349797,0.0001391666,9.234808e-7,0.00009186907,0.2899619],"genre_scores_gemma":[0.9973573,0.00003906733,0.0005995865,0.00004696298,0.00004540558,0.000001513413,0.000005090231,0.000004855286,0.001900201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2888228,"threshold_uncertainty_score":0.995188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08015043130400824,"score_gpt":0.3525837457897183,"score_spread":0.2724333144857101,"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."}}