{"id":"W4417404249","doi":"10.1109/democon65705.2025.11282627","title":"Open Online Laboratory Management System to Promote Standard Practices","year":2025,"lang":"","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Virtual Laboratory; Software deployment; Process (computing); Adaptation (eye); Remote laboratory; Product (mathematics); Management system; Standardization","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007543514,0.000532995,0.0005873752,0.0004156805,0.0001908273,0.0008721722,0.001487279,0.0001643173,0.0002731132],"category_scores_gemma":[0.0001177549,0.0005998354,0.00006971736,0.001412277,0.00002208694,0.0006781743,0.001942122,0.0005032403,0.0003361691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001587289,"about_ca_system_score_gemma":0.0001030038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000824013,"about_ca_topic_score_gemma":0.00002540276,"domain_scores_codex":[0.9973117,0.00008667258,0.000735928,0.0007586397,0.0004306626,0.000676387],"domain_scores_gemma":[0.9983837,0.0000685788,0.000177829,0.0009704483,0.0001379322,0.0002615287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004633939,0.0005777024,0.0004990846,0.01496013,0.003504925,0.0005087082,0.002154446,0.76676,0.02840758,0.1078236,0.02963113,0.04470927],"study_design_scores_gemma":[0.001167521,0.0002293467,0.0003850867,0.004061115,0.0001952239,0.000004238645,0.006973966,0.06896894,0.01924954,0.000006131853,0.8979499,0.0008089306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08017728,0.006285088,0.1600946,0.002659369,0.008762428,0.008900218,0.0003697113,0.003413162,0.7293382],"genre_scores_gemma":[0.5891206,0.0001843528,0.3849418,0.0003656732,0.0002180554,0.0003521745,0.00002774267,0.0002132566,0.02457641],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8683189,"threshold_uncertainty_score":0.9996453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108800985122151,"score_gpt":0.3070042912149966,"score_spread":0.2961241927027815,"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."}}