{"id":"W2306419098","doi":"","title":"NgageCollab: A Gamified Platform to Foster Engagement and Collaboration Amongst Researchers","year":2014,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Public relations; Sociology; Computer science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007129038,0.0002115337,0.0002299635,0.0009625693,0.0002094434,0.00009128174,0.0002435868,0.0001932839,0.001332962],"category_scores_gemma":[0.0009527509,0.0002056744,0.00001762948,0.001013434,0.0003309313,0.0001086124,0.00008866155,0.0004567263,0.0002899184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000901711,"about_ca_system_score_gemma":0.0002865243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002082019,"about_ca_topic_score_gemma":0.0005310631,"domain_scores_codex":[0.9982231,0.0001417404,0.0003471631,0.0006055384,0.0002995055,0.0003829438],"domain_scores_gemma":[0.9978073,0.0009843649,0.0001278738,0.0004094727,0.0003960666,0.0002749565],"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":[0.00005460706,0.0002095433,0.006535482,0.00001321591,0.00003306234,8.208724e-7,0.007153408,3.922092e-7,0.0006493573,0.9241363,0.03363387,0.02757992],"study_design_scores_gemma":[0.001044596,0.0004781589,0.1731395,0.00008630353,0.00003466486,0.00001272672,0.006128005,0.00008722441,0.0006723443,0.7521064,0.06572123,0.0004888317],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1836966,0.0002279553,0.0001430636,0.7946215,0.001943617,0.0007327526,0.00002354462,0.00009389384,0.01851713],"genre_scores_gemma":[0.9891542,0.00006093502,0.001340779,0.001884425,0.0004897711,0.0008927324,0.0001318704,0.00002199498,0.006023339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8054576,"threshold_uncertainty_score":0.99958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09435327683676327,"score_gpt":0.3575930378340859,"score_spread":0.2632397609973226,"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."}}