{"id":"W7127070733","doi":"10.1051/medsci/2025036/pdf","title":"Prix Nobel de physique 2024 : John J. Hopfield et Geoffrey E. Hinton","year":2025,"lang":"fr","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Point (geometry); Effi; Natural (archaeology)","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"],"consensus_categories":[],"category_scores_codex":[0.002350459,0.0006282375,0.0009342079,0.001059384,0.0003696301,0.0002519018,0.002545756,0.001193656,0.0008086162],"category_scores_gemma":[0.002373911,0.0006601492,0.0002302498,0.001812869,0.002506016,0.0007888183,0.001913863,0.001495424,0.0004879943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003431245,"about_ca_system_score_gemma":0.001212465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002425403,"about_ca_topic_score_gemma":0.0007837681,"domain_scores_codex":[0.9956967,0.0002026841,0.001113459,0.001241465,0.0004712416,0.001274477],"domain_scores_gemma":[0.9970578,0.0001131869,0.0006269896,0.001754132,0.0002914612,0.0001564086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005598526,0.0002820999,0.005217846,0.001138035,0.00007379836,0.00006263727,0.0002246064,0.004839872,0.6274534,0.3240557,0.004714849,0.03188119],"study_design_scores_gemma":[0.0007032406,0.0002321949,0.00577777,0.00200427,0.0001319617,0.00004936918,0.00005446894,0.003230361,0.4555629,0.02331896,0.5082389,0.0006955586],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7641935,0.004015289,0.03870188,0.1259419,0.02651928,0.001028359,0.00006683089,0.001023807,0.03850907],"genre_scores_gemma":[0.6283827,0.002514982,0.3144428,0.003144973,0.0008743405,0.000195335,0.00001306082,0.0001125794,0.05031928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5035241,"threshold_uncertainty_score":0.999585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00985140254155673,"score_gpt":0.2731639009020693,"score_spread":0.2633124983605125,"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."}}