{"id":"W4406238003","doi":"10.1007/978-3-030-71522-9_674","title":"Cover Story","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Access Control and Trust","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Cover (algebra); Geography; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003063625,0.0006883243,0.0005095082,0.001161094,0.002543029,0.004609474,0.0008856618,0.002331504,0.6211606],"category_scores_gemma":[0.001503306,0.0002830224,0.00041507,0.001102735,0.0005381277,0.003171124,0.002002508,0.002255373,0.4840041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001564553,"about_ca_system_score_gemma":0.001194127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006903566,"about_ca_topic_score_gemma":0.02482231,"domain_scores_codex":[0.9997132,0.00003202212,0.000006092255,0.00004728466,0.0001561495,0.00004520815],"domain_scores_gemma":[0.9996485,0.00006465882,0.00001081388,0.00003350747,0.000143132,0.00009942697],"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":[0.000005779499,0.000009791886,0.0000278658,0.00002292958,5.579777e-7,0.0000257475,0.00004795783,0.00001918129,0.00004288094,0.006822432,0.9595067,0.0334682],"study_design_scores_gemma":[9.961129e-7,0.000002321775,0.00006242916,0.00002869987,3.858397e-7,0.0000168503,0.00006240643,0.00001373769,0.00001705861,0.001083079,0.998711,0.000001153292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001607119,0.001286474,0.0002565341,0.002872889,0.003427522,0.00002933568,0.000274246,0.0001151785,0.9915771],"genre_scores_gemma":[0.0003553505,0.0003333671,0.00005103163,0.000555267,0.000266019,0.000007411288,0.00008537963,0.00004092186,0.9983053],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6211606,"threshold_uncertainty_score":0.5403684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0178158477321698,"score_gpt":0.2796588840729495,"score_spread":0.2618430363407797,"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."}}