{"id":"W2338784943","doi":"10.24059/olj.v9i2.1791","title":"CREATING AUTHENTIC LEARNING ACTIVITIES IN PHARMACEUTICAL INSTRUMENTAL ANALYSIS: USING THE INTEGRATED LABORATORY NETWORK FOR REMOTE ACCESS TO SCIENTIFIC INSTRUMENTATION","year":2019,"lang":"en","type":"article","venue":"Online Learning","topic":"Complementary and Alternative Medicine Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Instrumentation (computer programming); Computer science; Systems engineering; Engineering management; Engineering","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":[0.005725358,0.000649641,0.0002563943,0.0007348746,0.0018739,0.003523604,0.002052985,0.001169463,0.008890729],"category_scores_gemma":[0.009249886,0.0003295675,0.0004786446,0.0004534621,0.001461857,0.004120777,0.007877944,0.001695773,0.003026334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008177201,"about_ca_system_score_gemma":0.003055364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000565015,"about_ca_topic_score_gemma":0.001838533,"domain_scores_codex":[0.9947435,0.003073659,0.0001397109,0.0004773265,0.001170178,0.0003957127],"domain_scores_gemma":[0.9936733,0.002518947,0.0006960531,0.0009077786,0.0006615816,0.001542405],"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":[0.0003394413,0.004591513,0.01137443,0.0009596166,0.00002929864,0.001164471,0.02334618,0.001709899,0.02701757,0.01198004,0.02195385,0.8955337],"study_design_scores_gemma":[0.000514129,0.00594823,0.03390362,0.001938092,0.0001575936,0.008021179,0.03063639,0.01987005,0.05057421,0.03273061,0.8152617,0.000444246],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2686321,0.001238936,0.5361208,0.00770316,0.0005806214,0.003182395,0.000136143,0.005780737,0.1766251],"genre_scores_gemma":[0.3878857,0.001178905,0.5835289,0.001268996,0.0001813086,0.001379232,0.0002158729,0.0003247,0.02403635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008890729,"threshold_uncertainty_score":0.03027892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0598850664844538,"score_gpt":0.414414058161084,"score_spread":0.3545289916766302,"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."}}