{"id":"W4410316655","doi":"10.32920/ifmj.v3i2.1995","title":"MEL 23.55","year":2024,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Relativity and Gravitational Theory","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001460719,0.00007519231,0.00008455666,0.00007117201,0.00008160791,0.00014287,0.00004422755,0.00001868794,0.001371942],"category_scores_gemma":[0.00002413327,0.00005711178,0.00007326386,0.00004922218,0.00004164917,0.000357085,0.00001687963,0.0003926492,0.0002293046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001212979,"about_ca_system_score_gemma":0.00004750377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003679549,"about_ca_topic_score_gemma":5.724511e-7,"domain_scores_codex":[0.9995502,0.00004699206,0.0001103784,0.00009079048,0.00009763146,0.0001040594],"domain_scores_gemma":[0.9992676,0.000530212,0.00003475728,0.00003205612,0.00004283231,0.00009257655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001427804,0.0001550312,0.004979291,0.00002611376,0.0007537807,0.0001451151,0.02114477,0.00003039989,0.003857915,0.6187019,0.04772545,0.3023375],"study_design_scores_gemma":[0.0004559863,0.00005624709,0.006514566,0.0003461045,0.00006714772,0.0001644412,0.004556945,0.001002346,0.002413702,0.8620666,0.1221303,0.0002256172],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8538308,0.002223447,0.0243359,0.0019221,0.004817099,0.000114484,0.00014071,0.00003346034,0.112582],"genre_scores_gemma":[0.9964732,0.00002084896,0.0001812961,0.0000530801,0.001007096,0.000003471324,0.00001360185,0.000007686962,0.002239715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3021119,"threshold_uncertainty_score":0.9995409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008575213859524526,"score_gpt":0.2790610356445936,"score_spread":0.270485821785069,"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."}}