{"id":"W2084099844","doi":"10.1145/1370256.1370280","title":"CONFSYS","year":2008,"lang":"en","type":"article","venue":"","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Upload; Presentation (obstetrics); Function (biology); World Wide Web; Engineering management; Multimedia; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004347845,0.001148736,0.0007721566,0.003854626,0.001956877,0.006630454,0.003059961,0.00151797,0.2114719],"category_scores_gemma":[0.0129633,0.0006021432,0.0007824408,0.00266107,0.0007843408,0.00581911,0.005801209,0.002248894,0.1566791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173108,"about_ca_system_score_gemma":0.003721647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00427536,"about_ca_topic_score_gemma":0.004717382,"domain_scores_codex":[0.9948651,0.0009710551,0.0003954434,0.000608709,0.002642712,0.0005170211],"domain_scores_gemma":[0.9903363,0.001422352,0.000370368,0.001823003,0.004163542,0.001884523],"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":[0.0002269942,0.0001084839,0.0009811235,0.000354182,0.00001401514,0.0002014876,0.0003400088,0.0003588618,0.001315302,0.01698465,0.7230383,0.2560765],"study_design_scores_gemma":[0.00001996398,0.00003179282,0.0003502459,0.00006446277,0.000004521988,0.0002035465,0.00007911342,0.0005089756,0.0006009,0.0020499,0.996069,0.00001755875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008241482,0.005443322,0.09260878,0.01056035,0.008407727,0.0008784122,0.01697992,0.120805,0.736075],"genre_scores_gemma":[0.05442072,0.006699965,0.08553233,0.005823441,0.003984664,0.001015011,0.06390443,0.02863509,0.7499844],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7885281,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02858629803718883,"score_gpt":0.2703861935741343,"score_spread":0.2417998955369455,"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."}}