{"id":"W2300773656","doi":"","title":"Exploring Learner Needs for Collaboration and Access","year":2010,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Knowledge management; Internet privacy; Public relations; Political science","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":[0.009742791,0.0002763467,0.0003967578,0.001205819,0.001863569,0.00778178,0.001084078,0.00129558,0.007610726],"category_scores_gemma":[0.06583441,0.0002409415,0.0004255498,0.0005930408,0.0008903587,0.006332755,0.004294777,0.001341311,0.0006776074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00149835,"about_ca_system_score_gemma":0.002293976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00140037,"about_ca_topic_score_gemma":0.00168352,"domain_scores_codex":[0.9917642,0.004407149,0.0004316313,0.0005995248,0.002088968,0.000708397],"domain_scores_gemma":[0.9226852,0.05843442,0.003974379,0.002088531,0.007976679,0.004840815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001685005,0.002693244,0.3585735,0.0009285847,0.0001578563,0.001293523,0.4393167,0.0006782911,0.007169288,0.0169486,0.002610937,0.1679445],"study_design_scores_gemma":[0.0002687784,0.002469019,0.2190196,0.00061629,0.0004041017,0.002200672,0.7106487,0.008408172,0.008942581,0.0175115,0.02934472,0.0001659964],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795809,0.000110509,0.002054826,0.0007595542,0.000008764302,0.00006286427,0.00005772724,0.00004541922,0.01731939],"genre_scores_gemma":[0.9970205,0.00007192124,0.001017176,0.00003946443,0.00000388329,0.00004431581,0.00003625419,0.00001508768,0.001751324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009742791,"threshold_uncertainty_score":0.05152547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2057402036230798,"score_gpt":0.4185439295571494,"score_spread":0.2128037259340696,"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."}}