{"id":"W3172646664","doi":"10.2139/ssrn.3303546","title":"Leadership and Contribution Behavior in Online Communities","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; Political science; Sociology; Public relations","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":[0.001607796,0.00004304507,0.00005852011,0.00008315976,0.0005028563,0.0000752363,0.0001020378,0.00005508796,0.00005993171],"category_scores_gemma":[0.0001101648,0.00004351104,0.00001247957,0.0002102553,0.0002412519,0.0002147021,0.000007262111,0.0005463778,0.000006655454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006396737,"about_ca_system_score_gemma":0.001778716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001166288,"about_ca_topic_score_gemma":0.2689755,"domain_scores_codex":[0.9987393,0.0002473746,0.0001185227,0.00004509606,0.0001388699,0.0007108381],"domain_scores_gemma":[0.9996243,0.00003888302,0.00005839116,0.00004784593,0.0001908725,0.00003974815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004471187,0.0002106126,0.0925161,0.000001306918,0.00001243009,4.856425e-7,0.02836579,4.89101e-7,0.0001114718,0.8364165,0.0001672378,0.04215284],"study_design_scores_gemma":[0.0007245003,0.0003463763,0.06127614,0.00002292337,0.00001997938,0.00002839177,0.8274394,0.00002505343,0.00004569295,0.08936773,0.02054862,0.0001551421],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913799,0.0008964382,0.0001706782,0.006279192,0.0002474742,0.00008938259,0.000001323212,0.0000138504,0.0009218107],"genre_scores_gemma":[0.9964385,0.001738031,0.00002436822,0.0002192531,0.0005619094,0.000004565907,0.000005890969,0.000003513394,0.001003973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7990736,"threshold_uncertainty_score":0.7443637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04172476115095559,"score_gpt":0.3526373273628955,"score_spread":0.31091256621194,"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."}}