{"id":"W3214429044","doi":"10.1007/s10686-021-09809-6","title":"","year":2021,"lang":"en","type":"article","venue":"UvA-DARE (University of Amsterdam)","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Astronomy; Satellite; Physics; X-ray astronomy; Remote sensing; Optics; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005194427,0.0002009167,0.0003907592,0.00006335517,0.00045672,0.00003060794,0.0003845906,0.00004259242,0.0008916757],"category_scores_gemma":[0.000004669199,0.0002633237,0.0003264586,0.0005228487,0.0001927016,0.0006300538,0.0003712189,0.000196573,0.00003098372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003675716,"about_ca_system_score_gemma":0.0001499692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007400291,"about_ca_topic_score_gemma":0.00007257221,"domain_scores_codex":[0.9986873,0.00008286046,0.0001812498,0.0004213707,0.0002622244,0.0003649928],"domain_scores_gemma":[0.998645,0.00008341547,0.0001913803,0.0005078029,0.0003700645,0.0002023281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003415086,0.003342862,0.5133365,0.0001720373,0.001416284,0.0002306692,0.02071696,0.009778861,0.09717717,0.2487141,0.003190153,0.1015829],"study_design_scores_gemma":[0.007100806,0.0004227103,0.806549,0.0002080189,0.0004662212,0.000001511096,0.1286127,0.00351232,0.01076459,0.02260598,0.01837683,0.001379283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337043,0.00001748061,0.05836086,0.001613172,0.0000855553,0.0001133879,0.0001626001,0.0000414957,0.005901185],"genre_scores_gemma":[0.9917415,0.000001560911,0.0056689,0.00008823904,0.000139281,3.782701e-7,0.0001971594,0.00001410624,0.00214889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2932126,"threshold_uncertainty_score":0.9999819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009950638162366,"score_gpt":0.1864675121281892,"score_spread":0.1763680057465656,"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."}}