{"id":"W7112252642","doi":"","title":"MSI Working Paper","year":2012,"lang":"","type":"article","venue":"Lirias (KU Leuven)","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phenomenon; Elite; Quality (philosophy); Sample (material); Work (physics); Perception","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","bibliometrics","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch","bibliometrics","insufficient_payload"],"category_scores_codex":[0.04657864,0.0006572946,0.0009917356,0.06446277,0.00117185,0.007235735,0.005522444,0.0007284288,0.03035722],"category_scores_gemma":[0.03774714,0.0005153285,0.0007450253,0.2890859,0.0005912164,0.004325968,0.003067146,0.001408399,0.02149851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005000326,"about_ca_system_score_gemma":0.0005724381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001885312,"about_ca_topic_score_gemma":0.00001975606,"domain_scores_codex":[0.9733344,0.001009532,0.002019867,0.001654923,0.01799027,0.003991029],"domain_scores_gemma":[0.9826941,0.008965268,0.0007333396,0.00256342,0.002152528,0.002891368],"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":[0.00007653652,0.0008388283,0.1644377,0.0000190179,0.00008822256,0.00003649954,0.001344385,0.00003296774,0.0005949634,0.0072165,0.08245005,0.7428643],"study_design_scores_gemma":[0.0008819366,0.0001975994,0.08900147,0.00007083382,0.00003881138,0.00003084693,0.001055883,0.001533116,0.0005607373,0.002984352,0.902918,0.0007263959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4808301,0.08119573,0.004691346,0.01254035,0.04139435,0.001491451,0.00009990387,0.0001981817,0.3775586],"genre_scores_gemma":[0.9522269,0.001923026,0.001470318,0.001634967,0.003149908,0.00002677414,0.000005392145,0.00006703135,0.03949563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8204679,"threshold_uncertainty_score":0.9998581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7282127685657008,"score_gpt":0.5810132421200462,"score_spread":0.1471995264456546,"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."}}