{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005878592,0.0001635834,0.0002047406,0.001087074,0.0002192087,0.00007453971,0.0002052619,0.000172705,0.0005428672],"category_scores_gemma":[0.001394987,0.0001539145,0.00001437632,0.0009443979,0.0003956323,0.0001762499,0.00004881954,0.0008312426,0.00002256276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001527974,"about_ca_system_score_gemma":0.0001759285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001726373,"about_ca_topic_score_gemma":0.0001245894,"domain_scores_codex":[0.9989657,0.00009908516,0.0002070068,0.0003488222,0.0001110508,0.0002683095],"domain_scores_gemma":[0.9981517,0.001115422,0.0001194796,0.0002302632,0.0003011228,0.00008197124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003291959,0.00007761452,0.02043167,0.00001035941,0.00002170946,5.631521e-7,0.003381697,1.167434e-7,0.002670566,0.9328421,0.001623879,0.03890681],"study_design_scores_gemma":[0.0009556076,0.0002036781,0.1301787,0.00004849798,0.00002954405,0.00002165131,0.001472185,0.00005107956,0.001647087,0.842851,0.0221605,0.0003804032],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6171861,0.00009858967,0.0005689573,0.3692947,0.006205998,0.000313869,0.00001183321,0.000146326,0.006173654],"genre_scores_gemma":[0.9913023,0.00002835323,0.003938331,0.0002806017,0.0008471154,0.000770446,0.00004345006,0.00002040216,0.002769007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3741162,"threshold_uncertainty_score":0.6276451,"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."}}