{"id":"W6936633556","doi":"10.58079/13795","title":"Séminaire du 29 janvier 2025","year":2025,"lang":"fr","type":"article","venue":"Industrias Culturais (Universidade de Coimbra)","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Term (time); Limiting","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001692423,0.0008807934,0.0006971661,0.00181078,0.002641919,0.00478496,0.000885022,0.002075263,0.2467073],"category_scores_gemma":[0.003069224,0.0003834166,0.0005220656,0.0007716299,0.0008336095,0.001431044,0.002994036,0.002408667,0.1324144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004096,"about_ca_system_score_gemma":0.00343779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02501354,"about_ca_topic_score_gemma":0.04742952,"domain_scores_codex":[0.9983962,0.0002505294,0.0001052344,0.0003141268,0.0005954067,0.0003384275],"domain_scores_gemma":[0.9985104,0.0001049379,0.00007720246,0.00009117709,0.0007393473,0.0004769312],"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":[0.0002448395,0.00005614493,0.001202106,0.0003108289,0.00001546808,0.0004946057,0.0003239309,0.0001616358,0.0008702077,0.02182377,0.8939549,0.08054158],"study_design_scores_gemma":[0.000003514559,0.00001617311,0.0007567973,0.0000855418,0.000001110455,0.00005700366,0.00003755376,0.00001720676,0.0001158017,0.0002595324,0.998646,0.000003877872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005992981,0.03165011,0.001739428,0.02094437,0.1221632,0.0003529209,0.007872319,0.0009077247,0.808377],"genre_scores_gemma":[0.01075267,0.004789994,0.0003866758,0.001815925,0.004562111,0.0001218272,0.001658485,0.0002274783,0.9756848],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2467073,"threshold_uncertainty_score":0.8253183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02671936868502575,"score_gpt":0.2866776730039962,"score_spread":0.2599583043189705,"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."}}