{"id":"W3172322180","doi":"10.3917/dm.101.0235","title":"10.3917/dm.101.0235","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Corporate Identity and Reputation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Qualitative research; State (computer science); Pedagogy; Sociology; Political science; Psychology; Mathematics education; Social science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001367063,0.00009456895,0.0001007285,0.0001024153,0.0001437936,0.0002718866,0.0001307521,0.0000319649,0.9785902],"category_scores_gemma":[0.00002169337,0.00009320571,0.00004530216,0.0004008867,0.00001593793,0.0006237361,0.00005085873,0.00005143331,0.9886739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001372452,"about_ca_system_score_gemma":0.000008665099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002026614,"about_ca_topic_score_gemma":0.000003043001,"domain_scores_codex":[0.9993497,0.000004564453,0.0001406766,0.0001680945,0.000154086,0.0001828897],"domain_scores_gemma":[0.9997154,0.000009674845,0.00005098999,0.0001417972,0.00006938853,0.00001267766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000532896,0.00005255662,0.000008421616,0.00003027401,0.00001367036,0.00001548589,0.000004106066,0.001236732,0.00006516516,0.000059896,0.3827643,0.6156961],"study_design_scores_gemma":[0.0001472831,0.000008138256,0.0005253289,0.00001509412,0.00002192605,0.000001474389,0.000001304886,0.0009781292,0.000005915123,0.0002770425,0.9978813,0.0001370917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01052135,0.00001772485,0.000004520743,0.0006562229,0.00001223103,0.0001490014,0.000001138742,0.0001729771,0.9884648],"genre_scores_gemma":[0.004507069,2.28129e-7,0.00003475884,0.0003371737,0.000844167,0.000008314681,0.00003376135,0.00001646119,0.9942181],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.615559,"threshold_uncertainty_score":0.3800819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007868697700527108,"score_gpt":0.1630081341379189,"score_spread":0.1551394364373918,"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."}}