{"id":"W2942710586","doi":"","title":"Message from the LAK 2011 General & Program Chairs","year":2011,"lang":"en","type":"article","venue":"International Learning Analytics & Knowledge Conference","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer 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":[0.006409187,0.001233472,0.001481318,0.001085027,0.00434711,0.007916866,0.001997551,0.03257372,0.03647337],"category_scores_gemma":[0.01479746,0.0007101474,0.001544161,0.0006858903,0.00205803,0.004384238,0.004907818,0.03320421,0.02618363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00468715,"about_ca_system_score_gemma":0.01147658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009068931,"about_ca_topic_score_gemma":0.01538588,"domain_scores_codex":[0.9962691,0.0005031591,0.0001853679,0.0005761356,0.001564143,0.0009020686],"domain_scores_gemma":[0.986343,0.002269337,0.0008813028,0.0003651187,0.004222143,0.005919121],"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":[0.00004968931,0.00002216852,0.0001261395,0.00003409935,0.00000366734,0.00004632454,0.00001905357,0.0000176167,0.00006501724,0.0003602626,0.9976031,0.001652918],"study_design_scores_gemma":[0.00009786754,0.00009494815,0.002787151,0.0002321973,0.00003126746,0.0001186857,0.0004835757,0.0001571135,0.0002909412,0.001095427,0.994555,0.00005583626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003975502,0.0009211934,0.0001552707,0.8965801,0.09816305,0.00003992529,0.0003058046,0.0001336749,0.003303376],"genre_scores_gemma":[0.003656654,0.0008897805,0.0002632879,0.870265,0.04662755,0.0001567843,0.0002822066,0.0001123248,0.07774641],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03647337,"threshold_uncertainty_score":0.1220155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1937878851985045,"score_gpt":0.4137039299282595,"score_spread":0.219916044729755,"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."}}