{"id":"W7082882170","doi":"","title":"A Framework for Interpreting Emojis in Legal Contexts","year":2025,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Science Education and Perceptions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emoji; Interpretation (philosophy); Meaning (existential); Value (mathematics); Field (mathematics); Function (biology); Variation (astronomy)","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":[0.0004038222,0.0001023114,0.0001474061,0.0001362832,0.0001549182,0.0001044775,0.0002823494,0.00014072,0.005413147],"category_scores_gemma":[0.0005233549,0.0001044919,0.00007961754,0.0004085671,0.0001045873,0.0001370084,0.00003345787,0.0003122026,0.0007495639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007682473,"about_ca_system_score_gemma":0.00009689285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001100322,"about_ca_topic_score_gemma":0.00190735,"domain_scores_codex":[0.9989315,0.00008843627,0.0002608654,0.0003301064,0.00008028458,0.0003088198],"domain_scores_gemma":[0.9990456,0.0004168591,0.0000470306,0.0003437799,0.00005499527,0.00009170391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004653589,0.000111978,0.01962398,0.000008704345,0.00001267575,0.000001459924,0.002673016,0.000003788871,0.0001990484,0.9371933,0.03427785,0.005847621],"study_design_scores_gemma":[0.00120615,0.0001002352,0.1195179,0.0003914218,0.00001903802,0.000007602081,0.008403814,0.0001201472,0.0001366459,0.08506328,0.7846758,0.0003578977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6986211,0.0004770035,0.02429032,0.02058331,0.009001729,0.0008810002,0.00003353832,0.0001765985,0.2459354],"genre_scores_gemma":[0.9686947,0.000002294937,0.004092793,0.009275745,0.0002059256,0.0002513619,0.000006859653,0.00000957145,0.01746079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8521301,"threshold_uncertainty_score":0.995496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03084536603856798,"score_gpt":0.3853667292928147,"score_spread":0.3545213632542468,"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."}}