{"id":"W7033386826","doi":"","title":"Québec : vers une pluriparenté en service commandé ?","year":2025,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Medieval History and Crusades","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Government (linguistics); Context (archaeology); Subject (documents); Service provider","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002571811,0.0003086544,0.0003383969,0.0001700612,0.001445284,0.0003516112,0.0009221182,0.0001764649,0.0040603],"category_scores_gemma":[0.000634143,0.0003415488,0.0001771513,0.0003465966,0.0007900414,0.0002823653,0.0003122946,0.0004667606,0.0005677705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003656547,"about_ca_system_score_gemma":0.0006795345,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1999784,"about_ca_topic_score_gemma":0.5389636,"domain_scores_codex":[0.9944144,0.003890625,0.0004929164,0.0004779004,0.0002982563,0.0004258302],"domain_scores_gemma":[0.9947574,0.00218703,0.0002244618,0.001178416,0.001469553,0.0001830987],"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":[0.0000315699,0.0006131241,0.0003033954,0.0004317375,0.0001209169,0.000005866492,0.1156383,0.000009159536,0.0001407913,0.8059891,0.04215383,0.03456222],"study_design_scores_gemma":[0.0007203299,6.155802e-7,0.0007030995,0.002048485,0.0001291351,0.000003111034,0.003551527,0.001032833,0.002054827,0.002572604,0.986881,0.0003024863],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03788285,0.0171814,0.001996578,0.185826,0.001524605,0.0003240115,0.0001138215,0.0001941698,0.7549565],"genre_scores_gemma":[0.3555547,0.001160494,0.0008724342,0.00147542,0.0001045582,0.00003884554,0.000129799,0.0000329835,0.6406307],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9447271,"threshold_uncertainty_score":0.9999037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01246769032972388,"score_gpt":0.2150820622254845,"score_spread":0.2026143718957606,"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."}}