{"id":"W1984339386","doi":"10.1145/1294046.1294129","title":"Computer lab solutions for everyday problems","year":2007,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Multitude; Computer science; Process (computing); Computer lab; Software engineering; Work (physics); Service (business); Engineering management; Multimedia; Human–computer interaction; Engineering; Operating system","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":[0.002259195,0.0008435562,0.0003651311,0.001469061,0.002105099,0.005442224,0.00172512,0.002372277,0.08791398],"category_scores_gemma":[0.008370153,0.0002127349,0.0006102098,0.0009885747,0.002280423,0.004753981,0.005808579,0.002730732,0.02680679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000966851,"about_ca_system_score_gemma":0.002832232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006267258,"about_ca_topic_score_gemma":0.001407004,"domain_scores_codex":[0.9980155,0.0007034566,0.0001209657,0.0002538813,0.0006729864,0.0002331242],"domain_scores_gemma":[0.9968531,0.0008261919,0.0002452076,0.000821934,0.0005577652,0.0006958375],"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":[0.00005454385,0.0003309172,0.0009799489,0.0007863233,0.00004524864,0.0003226046,0.001440183,0.001482969,0.001461422,0.1854145,0.3268198,0.4808616],"study_design_scores_gemma":[0.00002964154,0.0000726302,0.000494391,0.0004997207,0.00001155717,0.0004167164,0.001241722,0.0008303284,0.0004709037,0.08686775,0.9090457,0.00001891286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01639589,0.03728072,0.1807376,0.1121677,0.00981671,0.0005524991,0.0005718178,0.004679241,0.637798],"genre_scores_gemma":[0.187811,0.05220724,0.3580995,0.02146775,0.006116062,0.0009723845,0.001752987,0.001350857,0.3702222],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08791398,"threshold_uncertainty_score":0.2941015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01338745710928841,"score_gpt":0.2229279892813244,"score_spread":0.209540532172036,"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."}}