{"id":"W4230725355","doi":"10.28945/3583","title":"HAMMERING YAMMER","year":2016,"lang":"en","type":"article","venue":"Muma Case Review","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; Software deployment; Feeling; Public relations; Bridge (graph theory); Sociology; Management; Business; Engineering; Psychology; Political science; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007830775,0.000837538,0.0004343934,0.001191962,0.004775469,0.00524839,0.0008750812,0.001967825,0.6105132],"category_scores_gemma":[0.00356073,0.0004736446,0.0004318748,0.0006998265,0.000854607,0.004341848,0.004188192,0.002726135,0.3312544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001218221,"about_ca_system_score_gemma":0.001647428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0062926,"about_ca_topic_score_gemma":0.01726069,"domain_scores_codex":[0.9991014,0.0001361043,0.00003095998,0.0002169908,0.0003257049,0.0001888141],"domain_scores_gemma":[0.9983739,0.0001569683,0.00005174103,0.000129901,0.0005981748,0.0006893195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002081243,0.00001810234,0.0001606858,0.00004061437,0.000001572705,0.0001293666,0.0003629879,0.00001449949,0.0001735338,0.002506496,0.9433163,0.05325508],"study_design_scores_gemma":[0.000001519667,0.000006614225,0.0001236612,0.0000310399,8.185705e-7,0.0000785973,0.0004036303,0.00001182243,0.0000396597,0.0002957828,0.9990037,0.00000314924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002423952,0.004743075,0.002246345,0.02943709,0.02141713,0.0001189118,0.0007865354,0.002092576,0.9367344],"genre_scores_gemma":[0.003513129,0.0009914405,0.0004939967,0.004292027,0.0005366118,0.00002210426,0.000216884,0.0004319011,0.9895019],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6105132,"threshold_uncertainty_score":0.5555556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06960359195340934,"score_gpt":0.3732173366633933,"score_spread":0.3036137447099839,"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."}}