{"id":"W4407788528","doi":"10.1051/0004-6361/202453223","title":"ALMACAL","year":2025,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Physics; Astrophysics; Luminosity; Luminosity function; Function (biology); Initial mass function; Astronomy; Star formation; Stars; Galaxy","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":[0.00152741,0.0006490542,0.0005094709,0.001986267,0.001441327,0.003641221,0.001956702,0.001134622,0.1539876],"category_scores_gemma":[0.004306448,0.0003253273,0.0005609112,0.001678692,0.0006733435,0.002475403,0.002988066,0.001163266,0.06287858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001636566,"about_ca_system_score_gemma":0.002430123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009793601,"about_ca_topic_score_gemma":0.01171882,"domain_scores_codex":[0.9983553,0.0002496189,0.00004400211,0.0003664397,0.0007447121,0.00023993],"domain_scores_gemma":[0.9974361,0.0003592612,0.0002308237,0.0005835922,0.0008455039,0.0005447641],"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":[0.0017224,0.0002319837,0.01711376,0.0007004701,0.00008789756,0.0007421246,0.0005032658,0.001396751,0.006811574,0.03156802,0.5355223,0.4035995],"study_design_scores_gemma":[0.00006839621,0.00007218838,0.005039725,0.00007007182,0.00001414837,0.0002173973,0.0001290837,0.001897202,0.00135495,0.003699865,0.9874167,0.00002017643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04705948,0.003781108,0.03117026,0.009314378,0.002565907,0.0007538849,0.05168169,0.04466402,0.8090093],"genre_scores_gemma":[0.3158496,0.002773553,0.05898741,0.008028458,0.001663882,0.000846923,0.08267889,0.01207712,0.5170943],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1539876,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002227954947796599,"score_gpt":0.1729591941187778,"score_spread":0.1707312391709812,"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."}}