{"id":"W4406937211","doi":"10.1007/978-3-031-70771-1_31","title":"International Collaborations and Standards Are Needed to Scale Online Laboratories","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Scale (ratio); Computer science; Data science; Geography; Cartography","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":[0.0001329864,0.0003008839,0.0003578551,0.0001821136,0.0000394859,0.0002489815,0.00008434603,0.0003290015,0.00001409188],"category_scores_gemma":[0.00003842571,0.0002985737,0.00002316245,0.0001287174,0.00003003808,0.0000501763,0.00006215522,0.0005148429,0.000001938611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002802569,"about_ca_system_score_gemma":0.00001977758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002361183,"about_ca_topic_score_gemma":0.0004056795,"domain_scores_codex":[0.9990101,0.000006901857,0.0002854169,0.0002612742,0.0002626033,0.0001736449],"domain_scores_gemma":[0.9995164,0.00008688821,0.00003510037,0.0001405076,0.0001354161,0.00008568745],"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":[0.000006913437,0.00000237415,0.0000777847,0.0002041058,0.00008338091,0.00002154725,0.0004891065,0.9944347,0.0001254657,0.002187945,0.0016921,0.000674617],"study_design_scores_gemma":[0.0001701134,0.00004004518,0.00002110095,0.002236411,0.00002763391,0.00002223623,0.0001724905,0.4124731,0.00003118455,0.0001858801,0.5841288,0.0004909856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01624083,0.429098,0.3276397,0.002571503,0.04137225,0.003822911,0.006700338,0.003081194,0.1694733],"genre_scores_gemma":[0.9861769,0.002495784,0.001301148,0.000146108,0.003108129,0.00007277029,0.0002252819,0.0002980317,0.006175854],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9699361,"threshold_uncertainty_score":0.9999467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006947950516692075,"score_gpt":0.229428562901228,"score_spread":0.2224806123845359,"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."}}