{"id":"W6949535276","doi":"10.5281/zenodo.16804616","title":"L'approche par projet","year":2025,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bryophyte Studies and Records","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Context (archaeology); Face (sociological concept); Data collection; Information system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005544567,0.0001778267,0.0001934132,0.00004828605,0.003961449,0.0006777801,0.000894468,0.0001399608,0.02451433],"category_scores_gemma":[0.0003015104,0.00009822012,0.0001057138,0.001069557,0.0004109618,0.0001495004,0.001468749,0.0003127246,0.006500674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001079705,"about_ca_system_score_gemma":0.000002975742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009639619,"about_ca_topic_score_gemma":0.000003310479,"domain_scores_codex":[0.9981713,0.0003559339,0.0002568432,0.000478848,0.0002236485,0.0005134835],"domain_scores_gemma":[0.9991428,0.00003637492,0.00008272681,0.0001529955,0.0004505845,0.000134534],"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":[0.00002528112,0.0001390435,0.00001090402,0.00007120486,0.00004613955,0.00000445309,0.0002052097,0.000002496104,0.001284574,0.009314237,0.5733125,0.4155839],"study_design_scores_gemma":[0.0002072119,0.0003044864,0.004139836,0.0001015871,0.00002628328,0.00002595612,0.0009234251,0.00009141544,0.0001471612,0.0009118593,0.9929417,0.0001790407],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02102057,0.005541938,0.0003889806,0.07293683,0.00425812,0.001045531,0.0005294812,0.0008361622,0.8934424],"genre_scores_gemma":[0.5353898,0.009086463,0.0009777598,0.003850662,0.009047644,3.608963e-7,0.003547946,0.0006724944,0.4374268],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5143692,"threshold_uncertainty_score":0.9973353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02941335870315868,"score_gpt":0.234354399137215,"score_spread":0.2049410404340563,"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."}}