{"id":"W2594081558","doi":"10.1371/journal.pbio.2001192","title":"CuboCube: Student creation of a cancer genetics e-textbook using open-access software for social learning","year":2017,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Provincial Health Services Authority; University of British Columbia","funders":"BC Cancer Agency; Genome Canada; Canadian Institutes of Health Research; Genome British Columbia; BC Cancer Foundation; Natural Sciences and Engineering Research Council of Canada; Johns Hopkins University","keywords":"Biology; Class (philosophy); Software; Process (computing); Crowdsourcing; Mathematics education; Data science; World Wide Web; Computer science; Psychology; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001944278,0.00008438221,0.0001911655,0.00004971449,0.0007652205,0.0005901756,0.002067209,0.00007435851,0.0000603803],"category_scores_gemma":[0.0002058287,0.00008149948,0.00003306477,0.00005844274,0.00008009688,0.0004687205,0.001211617,0.0001043863,0.000005051739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005083114,"about_ca_system_score_gemma":0.0002122166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003674164,"about_ca_topic_score_gemma":0.00006915016,"domain_scores_codex":[0.9992006,0.00008774186,0.0001812919,0.0002687697,0.00007190146,0.000189729],"domain_scores_gemma":[0.9990544,0.00006624316,0.0003775907,0.0002287769,0.0002367098,0.00003623226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000400252,0.0002826563,0.8540018,0.0000796968,0.0001665517,7.290317e-7,0.006735026,0.001386105,0.01553347,0.0157193,0.0003273511,0.1057273],"study_design_scores_gemma":[0.003808235,0.0009839862,0.7457913,0.000235282,0.0002078339,0.000005872078,0.002311769,0.129468,0.02789482,0.005284766,0.08276271,0.001245396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9137667,0.0001626522,0.0813047,0.00100835,0.0006888711,0.0005771121,0.00000597491,0.00004980448,0.002435813],"genre_scores_gemma":[0.9835829,0.00004929507,0.01541181,0.0001071992,0.000186953,0.00006994587,0.000007879454,0.000009738706,0.0005742593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1280819,"threshold_uncertainty_score":0.5885535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1535560936055007,"score_gpt":0.4759183691043953,"score_spread":0.3223622754988946,"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."}}