{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004167069,0.0009342395,0.0006707874,0.003055572,0.003488616,0.008583448,0.003355312,0.003963731,0.3005628],"category_scores_gemma":[0.01896789,0.0008414649,0.0009361539,0.004547672,0.001055236,0.01734318,0.007647676,0.003299633,0.2186388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003292149,"about_ca_system_score_gemma":0.004809319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008996343,"about_ca_topic_score_gemma":0.008404509,"domain_scores_codex":[0.9967892,0.0008914387,0.0003335043,0.0003868728,0.00126596,0.0003329361],"domain_scores_gemma":[0.9889158,0.002178471,0.0004848793,0.003493151,0.003931081,0.0009966319],"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":[0.00003967579,0.00001269424,0.0001271632,0.0001612279,0.000003084664,0.0001227038,0.0004401934,0.0001019399,0.0004268428,0.06645662,0.8825659,0.04954196],"study_design_scores_gemma":[0.000002742485,0.000002550788,0.0000509002,0.00004362444,0.000001173109,0.00004261694,0.00008582429,0.00006356667,0.0001172258,0.00225071,0.9973317,0.000007372016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001171351,0.001279964,0.06341328,0.0162733,0.004894124,0.0009083675,0.01010161,0.01781235,0.8841455],"genre_scores_gemma":[0.01815279,0.002480465,0.04235158,0.009907574,0.002089391,0.001003434,0.01540517,0.009733064,0.8988764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3005628,"threshold_uncertainty_score":0.9976622,"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."}}