{"id":"W1964223878","doi":"10.1021/ed100266h","title":"A Web-Based Spectroscopy Tutorial for the Inorganic Chemistry Laboratory","year":2010,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Web application; Interpretation (philosophy); Web site; World Wide Web; Flash (photography); Chemistry; Multimedia; The Internet; Physics","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":[0.0005816873,0.002155029,0.0008076401,0.001121852,0.0007488707,0.001570657,0.001295183,0.001118656,0.2246154],"category_scores_gemma":[0.001089227,0.0005556017,0.0006751987,0.0006627224,0.0002332263,0.002641907,0.00179364,0.002273784,0.1707768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004375842,"about_ca_system_score_gemma":0.001021668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004246811,"about_ca_topic_score_gemma":0.00133333,"domain_scores_codex":[0.9997901,0.00003379155,0.00001302833,0.00003349024,0.0001015964,0.00002806226],"domain_scores_gemma":[0.9993857,0.0001020303,0.00002879781,0.00003555503,0.0001699033,0.0002779526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005530188,0.0003106136,0.0001405335,0.0003163449,0.00000826542,0.0002074033,0.00008566597,0.0004047428,0.01025243,0.002806042,0.7871295,0.1982831],"study_design_scores_gemma":[0.00002334712,0.00008251786,0.0004885886,0.0001329594,0.000005629405,0.0003351906,0.00004072424,0.0006310421,0.001464977,0.002191553,0.9945869,0.00001663993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.008717699,0.02518996,0.3820216,0.0120194,0.02383593,0.002535444,0.007378699,0.05667736,0.4816238],"genre_scores_gemma":[0.009854466,0.01466074,0.1892918,0.005787895,0.004347179,0.001870816,0.009575983,0.003474828,0.7611362],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.2246154,"threshold_uncertainty_score":0.7514133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006862619968087626,"score_gpt":0.2911201408577157,"score_spread":0.2842575208896281,"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."}}