{"id":"W4400411930","doi":"10.1007/978-3-031-54650-1_7","title":"Primary Data Research","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Primary (astronomy); Research data; Computer science; World Wide Web; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07941756,0.001481624,0.002830078,0.01043746,0.004923359,0.0105105,0.004751794,0.002323915,0.2771579],"category_scores_gemma":[0.1963238,0.001800531,0.002329844,0.0126437,0.004051331,0.009005637,0.009263295,0.00371205,0.1799541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005184843,"about_ca_system_score_gemma":0.02992644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003084579,"about_ca_topic_score_gemma":0.003965284,"domain_scores_codex":[0.9280561,0.03800049,0.006543075,0.008763651,0.01669763,0.001939071],"domain_scores_gemma":[0.7943788,0.08734508,0.005491389,0.058998,0.04908545,0.004701365],"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":[0.0002661411,0.0001423,0.00139891,0.006018614,0.00008141755,0.0001406414,0.004878121,0.0001372082,0.00217308,0.1278533,0.5720291,0.2848812],"study_design_scores_gemma":[0.0000419911,0.00007795436,0.0009283084,0.002264334,0.00005757408,0.0002083816,0.002047707,0.0002185108,0.001566601,0.03585866,0.9567013,0.00002864074],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003647465,0.006667934,0.279311,0.01650132,0.00753158,0.02569338,0.07553536,0.004807781,0.5803043],"genre_scores_gemma":[0.0361856,0.01185068,0.3424255,0.01921768,0.004014467,0.04913202,0.07587014,0.006336545,0.4549673],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2771579,"threshold_uncertainty_score":0.9271857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4007757058141396,"score_gpt":0.4676233338962907,"score_spread":0.06684762808215117,"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."}}