{"id":"W6889188771","doi":"10.25416/ntr.19387448.v1","title":"The Journal of Social Media for Learning Vol(3) No.1 (2022) Special Conference Edition (Spring 2022)","year":2022,"lang":"en","type":"other","venue":"Edge Hill University","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Special section; Journal editor; Publishing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004352361,0.001579409,0.001711419,0.005810664,0.002866087,0.01889707,0.00189657,0.00336691,0.5708525],"category_scores_gemma":[0.01950322,0.000742042,0.0009807186,0.005724184,0.001589186,0.009677188,0.00501867,0.00472435,0.5335619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002911334,"about_ca_system_score_gemma":0.00672691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003020402,"about_ca_topic_score_gemma":0.005903181,"domain_scores_codex":[0.9954339,0.0004658512,0.0002814652,0.000336022,0.003053276,0.0004295451],"domain_scores_gemma":[0.9795362,0.003144829,0.0009117789,0.001731645,0.008741261,0.005934363],"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":[0.000007294702,0.000008363489,0.00003442973,0.00009287583,0.000001450911,0.00001297744,0.00001708842,0.000008876505,0.00008025646,0.0007035743,0.9853102,0.01372259],"study_design_scores_gemma":[0.000003651231,0.00001172613,0.0002559903,0.0001652312,0.000001821291,0.00004240374,0.00006657908,0.00002504485,0.00008066301,0.0006895141,0.9986492,0.000008270721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006418045,0.01263961,0.001911492,0.04935258,0.2562401,0.0003823665,0.005651412,0.002810417,0.6703702],"genre_scores_gemma":[0.002215956,0.008181312,0.0009656959,0.008032756,0.04696499,0.0001425574,0.002117498,0.0021853,0.929194],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5708525,"threshold_uncertainty_score":0.6121268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01495254892138532,"score_gpt":0.2057781563843349,"score_spread":0.1908256074629496,"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."}}