{"id":"W7100772700","doi":"","title":"JEAN-LIONEL PAYEUR-POIRIER","year":2011,"lang":"en","type":"article","venue":"","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Product (mathematics); Context (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":[],"consensus_categories":[],"category_scores_codex":[0.00003195829,0.00006826397,0.00007519694,0.00002171735,0.00002702271,0.000004391397,0.00005220155,0.00002468765,0.0005971307],"category_scores_gemma":[0.00001263679,0.0000541379,0.00003094776,0.0000584552,0.00001964948,0.00005218646,0.00001803902,0.00004508705,0.0002898301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008660219,"about_ca_system_score_gemma":0.000001447061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003049958,"about_ca_topic_score_gemma":0.001687921,"domain_scores_codex":[0.9996737,0.000003337453,0.00007952976,0.00006837651,0.00004643799,0.0001285986],"domain_scores_gemma":[0.999806,0.00001883826,0.000003096498,0.0001274901,0.00001235527,0.00003223319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003956954,0.0002637672,0.6669798,0.0002494569,0.0005002177,0.00004328848,0.01476499,0.000689509,0.002102259,0.05095622,0.1670908,0.0963201],"study_design_scores_gemma":[0.0005594337,0.00007632103,0.8773935,0.00001345155,0.00003459629,0.000003346144,0.0009178253,0.004148581,0.01224036,0.005772963,0.09817196,0.0006676062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4271806,0.00068374,0.009277434,0.0001613788,0.0005992768,0.0001067313,0.000003747943,0.00120245,0.5607846],"genre_scores_gemma":[0.99763,0.0000141959,0.0007475637,0.00001343109,0.00003106247,0.000006036024,3.966368e-7,0.00001026822,0.001547025],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5704494,"threshold_uncertainty_score":0.6538163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03806632606797709,"score_gpt":0.1810158734071088,"score_spread":0.1429495473391317,"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."}}