{"id":"W1859411639","doi":"10.1002/bmb.20838","title":"Assessing the engagement, learning, and overall experience of students operating an atomic absorption spectrophotometer with remote access technology","year":2014,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University; University of Northern British Columbia","funders":"University of Northern British Columbia","keywords":"Atomic absorption spectroscopy; Myoglobin; The Internet; Absorption (acoustics); Multimedia; Computer science; Chemistry; Analytical Chemistry (journal); Materials science; Environmental chemistry; World Wide Web; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001218328,0.0001028376,0.00008613771,0.00004528889,0.00007457691,0.00006291057,0.0001234556,0.00008018632,0.000003851119],"category_scores_gemma":[0.00004090674,0.00008481247,0.000008116518,0.0000727815,0.0000961304,0.00008536781,0.00005653367,0.0001646819,1.754018e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002422816,"about_ca_system_score_gemma":0.0000132546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001069302,"about_ca_topic_score_gemma":1.722989e-7,"domain_scores_codex":[0.9995268,0.00003937876,0.0001040001,0.0001768794,0.00004506024,0.0001078552],"domain_scores_gemma":[0.9997641,0.00001530672,0.00004358324,0.0001282096,0.00002106651,0.00002774364],"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":[0.000001572671,0.00001183702,0.01760394,0.000032538,0.00001399337,1.745483e-7,0.0002314269,0.0002532235,0.9795031,0.00009830766,7.423861e-7,0.002249165],"study_design_scores_gemma":[0.0001409288,0.0000665301,0.003899814,0.00005279353,0.00001041788,0.00002182428,0.0007606998,0.005415536,0.9892,0.00007325121,0.0002330601,0.0001251513],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872142,0.0004377248,0.01190844,0.00001935197,0.00005357348,0.00008062108,1.925212e-7,0.00005811653,0.0002277868],"genre_scores_gemma":[0.9951043,0.00005030517,0.004740262,0.00002147049,0.00002748134,0.00001600917,0.00001362653,0.00001413442,0.00001243586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01370413,"threshold_uncertainty_score":0.3458552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006789588037406908,"score_gpt":0.3257043148475615,"score_spread":0.3189147268101545,"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."}}