{"id":"W2402897364","doi":"","title":"Social Science Question Database and Research Tools","year":2011,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; Database; Information retrieval; World Wide Web","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","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.04338328,0.0001973882,0.0002379923,0.0005010904,0.003690651,0.001743973,0.001915323,0.0002301447,0.0001679809],"category_scores_gemma":[0.006367088,0.0002257303,0.00007839703,0.0009473984,0.002968295,0.000622228,0.004306745,0.0008761663,0.00006626835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002570853,"about_ca_system_score_gemma":0.0007213121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006059967,"about_ca_topic_score_gemma":0.005301388,"domain_scores_codex":[0.9894283,0.007601559,0.000327559,0.0009094346,0.001101712,0.000631429],"domain_scores_gemma":[0.9939103,0.001041896,0.0002257035,0.00108087,0.003501974,0.0002392703],"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":[0.000004736709,0.0001314739,0.00121785,0.00007523914,0.00001204664,0.000002203485,0.05338169,1.606077e-7,0.0003612212,0.8848737,0.0008209246,0.0591188],"study_design_scores_gemma":[0.001974208,0.0000023374,0.06556356,0.008688078,0.0002464131,0.000004868225,0.01620781,0.005830876,0.03009955,0.4074899,0.4604822,0.003410241],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07001249,0.0006703497,0.006595945,0.005807117,0.0003036457,0.000668977,0.0000208969,0.0002352032,0.9156854],"genre_scores_gemma":[0.970687,0.0009664923,0.006542306,0.00003031623,0.0001238608,0.00007423131,0.0001118448,0.00002576803,0.02143821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9006745,"threshold_uncertainty_score":0.9997451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1121486052992892,"score_gpt":0.3694714258398697,"score_spread":0.2573228205405804,"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."}}