{"id":"W7054740537","doi":"","title":"Assessing Students' Skills in Science &amp; Technology","year":2007,"lang":"en","type":"other","venue":"The HKU Scholars Hub (University of Hong Kong)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Science education; Technology education; Higher education; Educational assessment; Technology assessment; Science, technology, society and environment education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007358021,0.0004032476,0.0002677127,0.0007343657,0.0003608418,0.001271895,0.0004136908,0.0003160772,0.01167412],"category_scores_gemma":[0.003628256,0.0001183443,0.0001840887,0.0004795362,0.0002206099,0.0005195084,0.0008249418,0.0004785524,0.00418113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005796413,"about_ca_system_score_gemma":0.001264385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004631228,"about_ca_topic_score_gemma":0.01500153,"domain_scores_codex":[0.9992156,0.00006340579,0.00003761609,0.00009849876,0.0005044846,0.00008032674],"domain_scores_gemma":[0.9970451,0.0004343633,0.0002847042,0.0001192319,0.001305239,0.0008113184],"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":[0.0002714299,0.002695793,0.3109174,0.0001777333,0.00003269323,0.000182316,0.003608055,0.0008145267,0.009890198,0.001035688,0.0272447,0.6431295],"study_design_scores_gemma":[0.00004694434,0.002001301,0.9202185,0.000178583,0.00003871278,0.0004774233,0.004303383,0.002688966,0.01981786,0.001456551,0.04872281,0.00004892848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.939174,0.0002522734,0.00151369,0.0003531583,0.00004694989,0.0001129875,0.0004137254,0.0001590689,0.05797425],"genre_scores_gemma":[0.9300293,0.0005629975,0.004491667,0.00009671824,0.00001104569,0.00006758992,0.0006779965,0.00002909719,0.06403346],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01167412,"threshold_uncertainty_score":0.0390538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194620286196125,"score_gpt":0.2595337347816806,"score_spread":0.2475875319197194,"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."}}