{"id":"W7118684201","doi":"10.52773/tsuull.conf.2025.24.10/qdor5869","title":"HID CONCEPT","year":2025,"lang":"","type":"article","venue":"","topic":"Language, Communication, and Linguistic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trusted Positioning (Canada)","funders":"","keywords":"Expression (computer science); Nonverbal communication; Natural (archaeology); Interpretation (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003346702,0.0001228059,0.0002121939,0.00004982336,0.001360717,0.0001003169,0.000642402,0.0000992136,0.004081676],"category_scores_gemma":[0.001574258,0.0001071005,0.00008937754,0.0005340873,0.0009175733,0.00004282964,0.0002459654,0.0001292675,0.0001542274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008279837,"about_ca_system_score_gemma":0.0003525415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01057029,"about_ca_topic_score_gemma":0.004293669,"domain_scores_codex":[0.998759,0.0002405184,0.0002803871,0.0002169713,0.0002073331,0.000295798],"domain_scores_gemma":[0.9984652,0.0006966013,0.00006885242,0.0004651785,0.0002455611,0.00005865391],"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":[0.000003171857,0.00005760351,0.002124468,0.000008158052,0.00008228269,8.838879e-7,0.06156169,4.946804e-7,0.000001403602,0.8516554,0.06447656,0.02002789],"study_design_scores_gemma":[0.000225155,0.0000137821,0.001600914,0.0000519026,0.00005823315,5.572846e-8,0.1493351,0.00003326049,0.00004691,0.01470146,0.8337945,0.0001386662],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0006373549,0.01841082,0.0005258695,0.01200451,0.002210329,0.000181348,0.000004082547,0.00007833166,0.9659473],"genre_scores_gemma":[0.8070182,0.002719196,0.0003523904,0.001654624,0.0003204098,0.00000787691,0.000001814452,0.000003339537,0.1879222],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8369539,"threshold_uncertainty_score":0.9999394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970335998319189,"score_gpt":0.3611700712712595,"score_spread":0.3414667112880676,"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."}}