{"id":"W4313514256","doi":"10.53889/ijses.v3i1.111","title":"Colombian Prototype of a Spirometer, From Classroom to Practice","year":2023,"lang":"en","type":"article","venue":"International Journal of STEM Education for Sustainability","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Spirometer; Class (philosophy); Mathematics education; Computer science; Work (physics); Engineering ethics; Engineering; Psychology; Mechanical engineering; Artificial intelligence; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008808215,0.000865684,0.0005543581,0.0006843699,0.0005344371,0.001421529,0.00205741,0.001311498,0.01803199],"category_scores_gemma":[0.003004933,0.00041195,0.0005010572,0.0002289538,0.0006051735,0.0009302221,0.001227437,0.0006196473,0.003321282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005456016,"about_ca_system_score_gemma":0.001249506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003035013,"about_ca_topic_score_gemma":0.003726993,"domain_scores_codex":[0.9990762,0.0002176303,0.00009888349,0.0002524226,0.0002639107,0.00009092692],"domain_scores_gemma":[0.9988349,0.0003717508,0.00007896656,0.0001659849,0.0003365446,0.000211967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001851069,0.003173979,0.03068781,0.006272686,0.0001451049,0.004972195,0.009501006,0.008472411,0.2150944,0.009102717,0.03696311,0.6737635],"study_design_scores_gemma":[0.00113866,0.00783368,0.09559282,0.002228883,0.000553077,0.01165616,0.00559845,0.0578098,0.1320646,0.004207144,0.6806056,0.0007110926],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3300076,0.00207443,0.5528618,0.003957203,0.001220381,0.006550149,0.004960951,0.02799615,0.07037139],"genre_scores_gemma":[0.6457871,0.0008714834,0.2932824,0.0009241914,0.000108183,0.003048493,0.001697433,0.000639549,0.05364119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01803199,"threshold_uncertainty_score":0.060323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191378290345355,"score_gpt":0.3687059320019037,"score_spread":0.3467921490984501,"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."}}