{"id":"W2547516676","doi":"","title":"POSTER: Enhancements of Simulated Science Laboratory Assessments","year":2016,"lang":"en","type":"article","venue":"ITC 2016 Conference","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Intervention (counseling); Computer science; Mathematics education; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006433879,0.0007823428,0.0005813058,0.0007546411,0.0007297373,0.001944985,0.001749832,0.00138532,0.1774358],"category_scores_gemma":[0.02013816,0.0003737247,0.0008721236,0.0004175989,0.0004097326,0.001339097,0.002577016,0.002462663,0.02695577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009092508,"about_ca_system_score_gemma":0.001823213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006159006,"about_ca_topic_score_gemma":0.002031596,"domain_scores_codex":[0.9972968,0.0009104456,0.0001748581,0.000365354,0.001049504,0.0002030546],"domain_scores_gemma":[0.9839365,0.005251715,0.0005827001,0.001562898,0.006153683,0.002512379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007328933,0.01046449,0.006214627,0.001696464,0.00008325664,0.0005321014,0.00126214,0.005673544,0.02149133,0.005749531,0.4186021,0.5209015],"study_design_scores_gemma":[0.002202463,0.0166123,0.03869738,0.0009606399,0.0001968546,0.0006793878,0.001255234,0.01426323,0.02283331,0.01150178,0.8904886,0.000308814],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2181987,0.001813828,0.0982035,0.03643627,0.04165172,0.01827311,0.01513462,0.01626885,0.5540193],"genre_scores_gemma":[0.4957989,0.00196618,0.1471618,0.007280092,0.005962471,0.01114457,0.009703956,0.001860911,0.3191211],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1774358,"threshold_uncertainty_score":0.5935819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06923889265197267,"score_gpt":0.4505772921275624,"score_spread":0.3813383994755897,"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."}}