{"id":"W4386377689","doi":"10.1051/0004-6361/202346747","title":"PDRs4All","year":2023,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University","funders":"","keywords":"Physics; Astrophysics; Astronomy","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":[0.001666076,0.001656734,0.0007519879,0.002117099,0.0016721,0.006761631,0.002753504,0.002738474,0.7071589],"category_scores_gemma":[0.00436658,0.000482323,0.0007575293,0.002157397,0.0008435831,0.003319677,0.004602233,0.0020023,0.6928686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00185498,"about_ca_system_score_gemma":0.002378173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004622856,"about_ca_topic_score_gemma":0.003243719,"domain_scores_codex":[0.9980399,0.0002342049,0.0001251612,0.0005221745,0.000805128,0.0002734638],"domain_scores_gemma":[0.9975701,0.000249488,0.0002581973,0.0005156943,0.0006149042,0.0007916188],"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":[0.000213838,0.00006874905,0.0007781685,0.0005729499,0.00001987661,0.0002694171,0.000119883,0.0001349246,0.001534803,0.018586,0.803174,0.1745274],"study_design_scores_gemma":[0.000009825726,0.00000826786,0.0001646458,0.00003932806,0.00000225829,0.00008816754,0.00001611246,0.00002584087,0.0002017681,0.0007193668,0.9987207,0.000003736948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001725791,0.002446913,0.005080087,0.00507096,0.003257624,0.0002522651,0.03420824,0.01389312,0.934065],"genre_scores_gemma":[0.01693378,0.002464743,0.006224312,0.004073799,0.001270176,0.0002888566,0.065865,0.009471352,0.893408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7071589,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009778027230404442,"score_gpt":0.221569818190102,"score_spread":0.2117917909596976,"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."}}