{"id":"W4403387594","doi":"10.32374/aej.aecon.2023.001preface","title":"AstroEdu Conference 2023 - Preface","year":2024,"lang":"en","type":"article","venue":"Astronomy Education Journal","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000832448,0.00009642737,0.00007062446,0.0001029383,0.00007059995,0.000309453,0.00009770638,0.00002712083,0.001745335],"category_scores_gemma":[0.000005567829,0.00009632763,0.00004875908,0.000113051,0.00001886032,0.0006523652,0.000007978026,0.0002340488,0.0003178045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001667646,"about_ca_system_score_gemma":0.0003947206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003605485,"about_ca_topic_score_gemma":0.000001112853,"domain_scores_codex":[0.999429,0.00001292105,0.000226985,0.00009404458,0.0000746443,0.0001624283],"domain_scores_gemma":[0.9996856,0.00001356123,0.0000245002,0.00008013022,0.00004776936,0.0001484589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002542871,0.00003713751,0.003985167,0.00002400738,0.00007644289,4.0655e-7,0.0003058137,0.008766208,0.001030297,0.006115932,0.05038096,0.9292751],"study_design_scores_gemma":[0.0002261438,0.00006953943,0.06537431,0.0001950314,0.00004698064,0.00006763121,0.00201894,0.02857557,0.001383425,0.001261032,0.9004596,0.000321716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.63238,0.0004916468,0.3537369,0.0008682254,0.003653113,0.0001153943,0.000008679276,0.0001487581,0.00859725],"genre_scores_gemma":[0.9640258,0.00002267246,0.03436075,0.00002398081,0.0006756468,0.00002382107,0.00003167645,0.00001723534,0.0008184312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9289533,"threshold_uncertainty_score":0.9991672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089326125163019,"score_gpt":0.2367469510215436,"score_spread":0.2258536897699134,"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."}}