{"id":"W7134332344","doi":"","title":"The Ripple Effect series. Issue 1","year":2024,"lang":"en","type":"report","venue":"cIRcle (University of British Columbia)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Equity (law); Ripple; Upload; Table (database)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002178551,0.001481354,0.00080443,0.001792796,0.002204303,0.008320963,0.001831958,0.00417677,0.4792356],"category_scores_gemma":[0.007653504,0.0007692592,0.0007734269,0.002114654,0.0009534886,0.004027022,0.002582772,0.002981169,0.2860082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003123806,"about_ca_system_score_gemma":0.008389235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02365417,"about_ca_topic_score_gemma":0.03180791,"domain_scores_codex":[0.9980342,0.0001810865,0.00006951007,0.0001353029,0.001318602,0.0002614112],"domain_scores_gemma":[0.9968407,0.000750747,0.0001455416,0.000417018,0.001382876,0.0004630567],"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":[0.00001150073,0.000009788484,0.00003698841,0.00005363056,0.000001363118,0.000008909057,0.00001208972,0.00002025552,0.00002357072,0.003424084,0.9773026,0.01909528],"study_design_scores_gemma":[0.000004136303,0.000005908093,0.0003161931,0.0001262186,0.000002121363,0.00001380264,0.00004094429,0.00001608814,0.0000661967,0.001377342,0.9980261,0.000004884859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004259655,0.009633712,0.0008757443,0.01952645,0.02266135,0.00031544,0.005347489,0.001211568,0.9400023],"genre_scores_gemma":[0.001533858,0.003423849,0.0002200907,0.002474364,0.00143059,0.0001303962,0.001846841,0.0003171809,0.9886228],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5207645,"threshold_uncertainty_score":0.7428073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009074891770381786,"score_gpt":0.2050776707909499,"score_spread":0.1960027790205681,"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."}}