{"id":"W7082370329","doi":"10.1051/0004-6361/202554991/pdf","title":"PDRs4All","year":2025,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; San José State University; Canadian Space Agency; Space Telescope Science Institute; Ames Research Center; Japan Society for the Promotion of Science; National Aeronautics and Space Administration","keywords":"Spectral line; Galaxy; Excited state; Emission spectrum; Star formation; Wavelength; Bar (unit)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001409787,0.002330272,0.0007709148,0.00133176,0.0009873752,0.002905688,0.004249152,0.001288285,0.09522077],"category_scores_gemma":[0.003077256,0.00110695,0.001856409,0.001352381,0.0006994368,0.004015372,0.004361678,0.002038904,0.09623642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008875969,"about_ca_system_score_gemma":0.001206345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007325653,"about_ca_topic_score_gemma":0.005902252,"domain_scores_codex":[0.9986097,0.0001034448,0.00006846731,0.0004475948,0.0005540219,0.0002167722],"domain_scores_gemma":[0.9988382,0.0001497938,0.0001404132,0.0004067988,0.0002286636,0.000236208],"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":[0.00155504,0.0002014083,0.01291556,0.001563725,0.0002041508,0.0005860457,0.000600593,0.00266012,0.01418417,0.01003158,0.8675426,0.08795489],"study_design_scores_gemma":[0.0001674993,0.0000740774,0.005343621,0.0001000518,0.00005742843,0.0004013632,0.00008675314,0.003944893,0.01092744,0.004031773,0.9747875,0.00007745829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.01412715,0.0008501716,0.03515086,0.0008021718,0.0005661012,0.0002959558,0.1499597,0.7127123,0.08553553],"genre_scores_gemma":[0.06677088,0.0007412595,0.04708406,0.001379677,0.0002811945,0.0004120224,0.5885632,0.2388469,0.05592088],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09522077,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075881146900307,"score_gpt":0.2278966909981362,"score_spread":0.2171378795291331,"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."}}