{"id":"W128301500","doi":"10.1017/s0251107x00000912","title":"Simple Science, Quality Science","year":2001,"lang":"en","type":"article","venue":"Transactions of the International Astronomical Union","topic":"History and Developments in Astronomy","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Aurora College","funders":"","keywords":"Session (web analytics); Simple (philosophy); Quality (philosophy); Commission; Computer science; Mathematics education; Library science; Political science; Epistemology; Psychology; Law; World Wide Web; Philosophy","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":[0.008371641,0.0003356236,0.0005414501,0.002490598,0.003714262,0.01187916,0.0009071468,0.003270818,0.0184081],"category_scores_gemma":[0.02717099,0.0002079951,0.0003117866,0.002887481,0.0337982,0.01463385,0.005641467,0.004720083,0.001462627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007752264,"about_ca_system_score_gemma":0.006325198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007503895,"about_ca_topic_score_gemma":0.005751146,"domain_scores_codex":[0.9922777,0.003519972,0.0003089602,0.0008556643,0.002502026,0.0005356186],"domain_scores_gemma":[0.9832807,0.00864723,0.001375696,0.001904083,0.00316654,0.001625779],"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":[0.000005882164,0.000008907913,0.0002940986,0.00005396303,0.000002812661,0.00001451001,0.0004698427,0.00009027899,0.00001996718,0.9842178,0.008895727,0.005926137],"study_design_scores_gemma":[0.00001201756,0.00001810121,0.0006746909,0.0001494696,0.000003864698,0.00004682923,0.001178047,0.000159742,0.00005149025,0.862469,0.1352313,0.000005481623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01232399,0.02115509,0.0142409,0.2423543,0.002901395,0.0000917026,0.0001998026,0.0001120868,0.7066207],"genre_scores_gemma":[0.8933848,0.01449904,0.005733603,0.02621036,0.003522208,0.0001399451,0.0001614243,0.0001081502,0.05624065],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0184081,"threshold_uncertainty_score":0.06158119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01516763364777758,"score_gpt":0.2849392794377668,"score_spread":0.2697716457899892,"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."}}