{"id":"W1515750178","doi":"10.1002/bse.725","title":"Environmental and Business Communities of Practice: Graduate Students Comparing Community‐Relevant Language","year":2011,"lang":"en","type":"article","venue":"Business Strategy and the Environment","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Credence; Repertoire; Sociology; Identity (music); Public relations; Linguistics; 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":[0.001431027,0.0001446664,0.0002276115,0.00004632352,0.0009586969,0.000082829,0.0003737251,0.00004532321,0.000098533],"category_scores_gemma":[0.0000291268,0.000110648,0.00002261675,0.00007943592,0.001509913,0.0002923573,0.0005274286,0.0002231174,0.00001209183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002763832,"about_ca_system_score_gemma":0.000008623443,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01235751,"about_ca_topic_score_gemma":0.001023106,"domain_scores_codex":[0.9985121,0.0006392563,0.0002199224,0.0001035791,0.0003228438,0.0002022702],"domain_scores_gemma":[0.9992907,0.0002247449,0.0001551974,0.0002662491,0.00001487019,0.00004825255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0006210486,0.001981169,0.2926822,0.000272717,0.0004907879,0.00002870668,0.5862861,0.0001530566,0.0002392884,0.09073898,0.00003033939,0.0264756],"study_design_scores_gemma":[0.001445213,0.0000278674,0.7960124,0.00005478562,0.0001457076,0.000003028767,0.1991729,0.00006695578,0.00003375587,0.001525939,0.001319041,0.0001924054],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627954,0.0009729175,0.00008480262,0.000128073,0.00006076829,0.0002992163,0.000003542896,0.0000179466,0.03563728],"genre_scores_gemma":[0.9958491,0.003535321,0.00009697201,0.00003537617,0.000026238,0.00001830546,0.000008906695,0.00001110032,0.0004186892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5033302,"threshold_uncertainty_score":0.9942193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07761577669359436,"score_gpt":0.294712226244999,"score_spread":0.2170964495514047,"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."}}