{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008208415,0.000194262,0.0004091212,0.0004084631,0.0005216433,0.0001380878,0.0001501393,0.00001943603,0.0001616521],"category_scores_gemma":[0.0003117555,0.0001470408,0.0001073718,0.001800331,0.0001022116,0.0002506722,0.0001742356,0.0006065026,0.000003730529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002135472,"about_ca_system_score_gemma":0.00009764742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001595104,"about_ca_topic_score_gemma":0.0002540736,"domain_scores_codex":[0.9982552,0.0002312563,0.0003882207,0.0003987813,0.0003251922,0.0004013309],"domain_scores_gemma":[0.999164,0.0003307257,0.0001731497,0.0001386755,0.0001130775,0.00008040931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002967585,0.00007236926,0.9035196,0.00007678096,0.0004841832,0.000005436172,0.003519584,0.04755335,0.01197842,0.00002376522,0.00001365087,0.03245612],"study_design_scores_gemma":[0.003543815,0.0007400823,0.2015432,0.0009810518,0.001129264,0.000007903591,0.05286532,0.7264478,0.002126341,0.00002471343,0.01025995,0.0003305425],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956383,0.00008180457,0.002473305,0.0004269973,0.000395311,0.0008172778,0.00001413003,0.00005081981,0.0001020919],"genre_scores_gemma":[0.9942955,0.00001230124,0.004209349,0.0002501705,0.0003273338,0.00001349966,0.0003056789,0.00002318381,0.0005630197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7019764,"threshold_uncertainty_score":0.599615,"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."}}