{"id":"W4237759199","doi":"10.5334/2004-5-downes","title":"Resource Profiles","year":2004,"lang":"en","type":"article","venue":"Journal of Interactive Media in Education","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Resource (disambiguation); Computer science; Metadata; Class (philosophy); Schema (genetic algorithms); Container (type theory); World Wide Web; Web resource; Database; Information retrieval; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002394836,0.00005989329,0.0001159917,0.0002246375,0.00001962291,0.00002219909,0.0002090933,0.00001904564,0.000005826058],"category_scores_gemma":[0.0005083265,0.00004690757,0.00003421799,0.0001984301,0.00001960568,0.001341286,0.00003434595,0.0001883496,0.000008967717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002268737,"about_ca_system_score_gemma":0.0004022182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000236911,"about_ca_topic_score_gemma":0.00002308555,"domain_scores_codex":[0.9993085,0.00004681217,0.0003051886,0.00008746657,0.0001676516,0.00008440338],"domain_scores_gemma":[0.9991276,0.0001343214,0.0003475751,0.0001392336,0.0001997732,0.00005149073],"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":[0.0002197137,0.002127692,0.005346385,0.000088675,0.00006126556,0.0001193793,0.1148356,0.001740555,0.01531991,0.3792894,0.007448198,0.4734032],"study_design_scores_gemma":[0.00322505,0.0009278532,0.08793585,0.004616775,0.00002200923,0.002156596,0.04987016,0.00028222,0.1339048,0.04919239,0.667043,0.000823267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5519527,0.0007224863,0.4376621,0.003703695,0.004556582,0.0001431266,0.000002222615,0.00001345342,0.001243629],"genre_scores_gemma":[0.8724597,0.00003461567,0.1268122,0.000173313,0.0004761688,0.000008552524,0.000002335019,0.000004710456,0.00002834596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6595948,"threshold_uncertainty_score":0.1912835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033313229448404,"score_gpt":0.2896785236509787,"score_spread":0.2793453913564947,"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."}}