{"id":"W4409449920","doi":"10.55917/2575-2499.1379","title":"iSchool Student Research Journal, Vol.9, Iss.2","year":2019,"lang":"en","type":"article","venue":"School of Information Student Research Journal","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dalhousie University; King's College London; University of Alberta; York University; San José State University","keywords":"Mathematics education; Psychology; Library science; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01163573,0.0005145337,0.0007963702,0.003225641,0.0129273,0.0176501,0.002077518,0.003670688,0.1313383],"category_scores_gemma":[0.01830654,0.0004926916,0.0008265699,0.006050653,0.006397668,0.006660446,0.01150448,0.005030029,0.04709486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005815057,"about_ca_system_score_gemma":0.02469782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0107222,"about_ca_topic_score_gemma":0.03112492,"domain_scores_codex":[0.9887075,0.006435964,0.0006249234,0.0007307768,0.002341782,0.001159028],"domain_scores_gemma":[0.9827565,0.004754069,0.000921161,0.001851777,0.003650611,0.006065882],"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":[0.00005582256,0.0003723706,0.01662098,0.001007245,0.00004533563,0.0002914177,0.01579334,0.00003588262,0.0002228948,0.05045512,0.7692929,0.1458067],"study_design_scores_gemma":[0.00001002602,0.0000291376,0.006803904,0.001039519,0.00001636604,0.00009910049,0.01289136,0.00002063003,0.0001230644,0.002438758,0.9765161,0.00001202254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0351928,0.05962278,0.001748128,0.2479773,0.01859468,0.0003017401,0.001444226,0.000667694,0.6344506],"genre_scores_gemma":[0.3487438,0.06329579,0.004555306,0.08797278,0.008718299,0.0006704113,0.001983227,0.0007676373,0.4832927],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1313383,"threshold_uncertainty_score":0.4393704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2026471161643626,"score_gpt":0.459711982231948,"score_spread":0.2570648660675854,"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."}}