{"id":"W2065400700","doi":"10.5688/aj7005121","title":"Using Remote Access to Scientific Instrumentation to Create Authentic Learning Activities in Pharmaceutical Analysis","year":2006,"lang":"en","type":"article","venue":"American Journal of Pharmaceutical Education","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Alfred P. Sloan Foundation; National Science Foundation","keywords":"Instrumentation (computer programming); Test (biology); Survey instrument; Authentic learning; Medical education; Psychology; Computer science; Medicine; Mathematics education; Applied psychology","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":[0.0006678381,0.0001893666,0.000382705,0.000877656,0.0001621287,0.0004291455,0.0004507937,0.00004553539,0.0005152363],"category_scores_gemma":[0.0003358365,0.0001985281,0.0001555005,0.002588144,0.000219098,0.0004344235,0.000120129,0.0006574432,0.0000102102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008364768,"about_ca_system_score_gemma":0.0007309194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004796473,"about_ca_topic_score_gemma":0.00003367171,"domain_scores_codex":[0.9976638,0.0001448949,0.000647363,0.0003430879,0.0007159562,0.0004848963],"domain_scores_gemma":[0.9985536,0.0001519584,0.0003259768,0.0001918253,0.0002797986,0.0004968892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003743071,0.000576177,0.07585877,0.00009504712,0.0002313503,0.0000213553,0.001101443,0.02084941,0.6965709,0.00003510661,0.0001739682,0.2041121],"study_design_scores_gemma":[0.001290297,0.0001579012,0.01372784,0.0003273259,0.001184484,0.000158854,0.005268852,0.07203985,0.8913507,0.000372138,0.01340495,0.0007167924],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934228,0.00003811803,0.003401791,0.001401779,0.0001731801,0.0001021887,0.000004293598,0.00001819708,0.001437621],"genre_scores_gemma":[0.9944116,0.00001373432,0.004362991,0.0002028964,0.0003218684,0.000005287989,0.00001581818,0.00002336379,0.0006424042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2033953,"threshold_uncertainty_score":0.8095741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06533848159176672,"score_gpt":0.457358141977498,"score_spread":0.3920196603857313,"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."}}