{"id":"W4246924995","doi":"10.1190/tle27060806.1","title":"GAC Spotlight","year":2008,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Affairs Canada","funders":"","keywords":"Nothing; Political science; Globalization; Work (physics); Media studies; Sociology; Law; Engineering; Philosophy; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002810927,0.00003625495,0.00004845145,0.00002425439,0.000884424,0.00003335428,0.0001963371,0.0000179821,0.000365563],"category_scores_gemma":[0.00003185141,0.00002525708,0.00003268939,0.000154176,0.0001887654,0.0000599917,0.00003093951,0.00005518048,0.001262386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003204439,"about_ca_system_score_gemma":0.00003603736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005675317,"about_ca_topic_score_gemma":0.0006782696,"domain_scores_codex":[0.9995212,0.00005155123,0.00005510212,0.00007441216,0.00013458,0.0001631329],"domain_scores_gemma":[0.9997594,0.00005020779,0.00001921614,0.0001201968,0.00001952636,0.00003139677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004206241,0.00003567317,0.002355134,0.000003995391,0.00001605199,0.00001580175,0.04946597,0.000009480196,0.00005998654,0.6194147,0.3063155,0.02230346],"study_design_scores_gemma":[0.00004015414,0.000006092603,0.002043773,0.000006211707,0.000004995996,0.000001006024,0.001457798,0.00001586157,0.0000286253,0.002552605,0.9937921,0.00005075328],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1418536,0.00009453982,0.0002621731,0.01427553,0.000429949,0.0001064936,5.573321e-7,0.0001037308,0.8428735],"genre_scores_gemma":[0.9280183,0.0001720271,0.00004186387,0.0003302055,0.0003464199,0.000005598803,5.640347e-7,0.000003087059,0.07108188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7861648,"threshold_uncertainty_score":0.9995152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07543367319699106,"score_gpt":0.3139042860924356,"score_spread":0.2384706128954445,"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."}}