{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001819213,0.0009280236,0.0005439371,0.002808087,0.003780936,0.007778582,0.001008229,0.002605856,0.4356411],"category_scores_gemma":[0.00301078,0.0002579732,0.0005855385,0.002016907,0.0004629119,0.001827425,0.003032968,0.003049851,0.2440176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002972755,"about_ca_system_score_gemma":0.005045821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007585284,"about_ca_topic_score_gemma":0.02950617,"domain_scores_codex":[0.9989406,0.00007798832,0.00003431684,0.000107912,0.0005927798,0.0002463406],"domain_scores_gemma":[0.994544,0.0001949248,0.0001459969,0.0001814903,0.002151539,0.002782171],"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":[0.00004016772,0.00001784412,0.0001227714,0.00004795893,0.000001519043,0.00004769516,0.00002473364,0.00002155928,0.0001832177,0.0004776007,0.9876084,0.0114066],"study_design_scores_gemma":[0.000005256493,0.00001374035,0.0009447645,0.00003609272,8.322741e-7,0.00002605907,0.00007961089,0.0000150349,0.00007196361,0.0001916306,0.9986111,0.000003860545],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.004948038,0.01033895,0.001471124,0.04385963,0.2325616,0.000620011,0.01497361,0.001894005,0.689333],"genre_scores_gemma":[0.00870635,0.002046225,0.000597063,0.0048252,0.01775068,0.0001489849,0.007157063,0.0004992284,0.9582692],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4356411,"threshold_uncertainty_score":0.8049894,"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."}}