{"id":"W4389915118","doi":"10.7202/1108033ar","title":"Preamble","year":2023,"lang":"fr","type":"article","venue":"Muséologies Les cahiers d études supérieures","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Preamble; Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001054847,0.0008201704,0.0006827052,0.002040635,0.003382767,0.004800094,0.001166556,0.001987227,0.5659899],"category_scores_gemma":[0.007287763,0.0002983465,0.0004314425,0.001021597,0.0006939321,0.002165831,0.002795408,0.002514863,0.3910923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002109439,"about_ca_system_score_gemma":0.002977703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00957119,"about_ca_topic_score_gemma":0.01824939,"domain_scores_codex":[0.9990106,0.0001565262,0.00004513719,0.0001480646,0.000471846,0.0001678197],"domain_scores_gemma":[0.9975424,0.00036854,0.00008317443,0.0002163056,0.001350513,0.0004390852],"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":[0.00002267599,0.000009827562,0.0000610421,0.00005344924,0.000001312638,0.0000299391,0.00008176536,0.00001425214,0.000085747,0.008724704,0.9677781,0.02313716],"study_design_scores_gemma":[0.00000307138,0.000005427322,0.0001705402,0.00004841902,9.388734e-7,0.00001859435,0.00005766447,0.00000775028,0.00005241514,0.001100867,0.9985312,0.000003054534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000790642,0.005566473,0.001178784,0.02032354,0.04125138,0.0002416004,0.004936002,0.0009113818,0.9248],"genre_scores_gemma":[0.001828938,0.0006998272,0.000191305,0.002599417,0.001714055,0.00006680515,0.0006912341,0.0002041814,0.9920042],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4340101,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05576575368338212,"score_gpt":0.2923548214240512,"score_spread":0.2365890677406691,"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."}}