{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001064528,0.000422463,0.0004837432,0.0003375461,0.002578622,0.0003102231,0.0008882061,0.001147124,0.004118356],"category_scores_gemma":[0.0009718838,0.0004612164,0.0002763889,0.004075391,0.001027694,0.001050352,0.0004556669,0.001340007,0.0006313382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002503197,"about_ca_system_score_gemma":0.001612415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01094025,"about_ca_topic_score_gemma":0.003934076,"domain_scores_codex":[0.9962986,0.001266197,0.0003507333,0.0006561237,0.0005398814,0.0008885147],"domain_scores_gemma":[0.9981425,0.0003859619,0.0002458129,0.0003907275,0.0004708507,0.0003640995],"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":[0.00007210351,0.0002464497,0.002328099,0.00003035336,0.0001947083,0.0001707623,0.01939023,0.00007036314,0.0005528441,0.2544377,0.5928871,0.1296193],"study_design_scores_gemma":[0.001264369,0.000101818,0.03025977,0.0006037303,0.0002347994,0.000008957618,0.04531247,0.0003109789,0.0002406977,0.001241672,0.9199291,0.0004915638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09717528,0.003118537,0.0003362107,0.2868588,0.003355979,0.0004623402,0.0000952156,0.0001084623,0.6084892],"genre_scores_gemma":[0.4341219,0.0005879726,0.0001709043,0.0008778297,0.0008214259,0.000006966262,0.00003451957,0.00001634737,0.5633621],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3369466,"threshold_uncertainty_score":0.9997839,"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."}}