{"id":"W7104374884","doi":"10.5281/zenodo.17522118","title":"Conclusion and Future Research Directions on 3I/ATLAS (C/2025 N1 (ATLAS))","year":2025,"lang":"","type":"book-chapter","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Misinformation; Comet; Astrochemistry; Scientific misconduct; Diversity (politics); Object (grammar); Scientific communication","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":[],"consensus_categories":[],"category_scores_codex":[0.02112425,0.0008793184,0.000689809,0.002700591,0.002636177,0.00874621,0.003012034,0.005296715,0.03940562],"category_scores_gemma":[0.0219473,0.0003603064,0.0009766713,0.003364761,0.003334745,0.01211284,0.004368218,0.004379104,0.01735314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00536218,"about_ca_system_score_gemma":0.01735992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01539486,"about_ca_topic_score_gemma":0.0100781,"domain_scores_codex":[0.9928588,0.002195385,0.0003106376,0.00112749,0.002397851,0.00110986],"domain_scores_gemma":[0.9724593,0.006887572,0.0008986442,0.002310483,0.0141863,0.003257589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000201183,0.000154315,0.004253418,0.001782389,0.0000341587,0.0002187218,0.001620162,0.0009815814,0.001307008,0.1300187,0.5368182,0.3226102],"study_design_scores_gemma":[0.00001488005,0.00005240187,0.002269995,0.001799628,0.00001788254,0.0001271274,0.00230467,0.0005621173,0.0007592156,0.0328524,0.9591965,0.00004328173],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01049154,0.1185303,0.02271176,0.5389776,0.02814465,0.0005760261,0.006588536,0.002230339,0.2717492],"genre_scores_gemma":[0.1317274,0.276877,0.1410476,0.2167335,0.03027813,0.002212791,0.03485628,0.001968735,0.1642986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03940562,"threshold_uncertainty_score":0.1318249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03127698023867136,"score_gpt":0.2684008700541187,"score_spread":0.2371238898154473,"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."}}