{"id":"W4400911476","doi":"10.7202/1112455ar","title":"Introduction","year":2024,"lang":"fr","type":"article","venue":"Francophonies d Amérique","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.001444305,0.0008887287,0.0004290584,0.001947335,0.001789531,0.004228167,0.001094469,0.002108421,0.4472254],"category_scores_gemma":[0.004273419,0.0002241525,0.0006102357,0.001286229,0.0008801851,0.001582647,0.001652195,0.001802144,0.221853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003357532,"about_ca_system_score_gemma":0.005433147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02825293,"about_ca_topic_score_gemma":0.02978532,"domain_scores_codex":[0.9988112,0.0001837046,0.00003310426,0.0002713326,0.0004432508,0.0002573499],"domain_scores_gemma":[0.9977275,0.0003200556,0.0001093748,0.0002400542,0.001016137,0.000586957],"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":[0.00009271476,0.00006827933,0.001240562,0.000221551,0.000007360074,0.000181503,0.0003721375,0.0001206016,0.0007628924,0.04281636,0.7662064,0.1879097],"study_design_scores_gemma":[0.000003776937,0.000009203047,0.0007634005,0.0000860434,0.00000145612,0.00008736697,0.00008384677,0.00001806017,0.00008449239,0.0008684214,0.9979898,0.000004166391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00362786,0.006577606,0.003368984,0.01705583,0.01599131,0.0001867741,0.004850598,0.001043625,0.9472973],"genre_scores_gemma":[0.01239155,0.002685134,0.001746212,0.003648197,0.00236263,0.0001219524,0.001841942,0.0003000119,0.9749025],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5527745,"threshold_uncertainty_score":0.7884659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006559461193644419,"score_gpt":0.2379080437836733,"score_spread":0.2313485825900289,"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."}}