{"id":"W7164711004","doi":"","title":"PGS POST volume series: 03/ Dec 2021","year":2021,"lang":"en","type":"other","venue":"UiTM Institutional Repositories (Universiti Teknologi MARA)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Volume (thermodynamics); Visibility; Quarter (Canadian coin); Reading (process); Scholarly communication; Dissemination; Information Dissemination","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":["insufficient_payload"],"category_scores_codex":[0.0009282686,0.0008480468,0.0006299888,0.001581617,0.002463506,0.008523243,0.001136475,0.002980326,0.8749574],"category_scores_gemma":[0.003933413,0.00052688,0.0004484883,0.001791327,0.0007441654,0.0029332,0.001911571,0.002554113,0.8551798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002190164,"about_ca_system_score_gemma":0.003057471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005664811,"about_ca_topic_score_gemma":0.009599024,"domain_scores_codex":[0.9992835,0.00005691263,0.00002186997,0.00007119957,0.0004417795,0.0001246172],"domain_scores_gemma":[0.9968892,0.0002558911,0.00008671022,0.0002165093,0.001183688,0.001368013],"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":[0.00002929575,0.00003256995,0.00007152386,0.00004082274,7.057627e-7,0.00001824743,0.00001421807,0.00001872337,0.00007154603,0.001018061,0.9847363,0.01394809],"study_design_scores_gemma":[0.00001616236,0.00002959684,0.000609367,0.00005319309,7.398445e-7,0.00001924143,0.00007942606,0.0000435306,0.0001151003,0.0005299167,0.9984975,0.000006345972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004211467,0.0001414333,0.0001496206,0.002001744,0.004939867,0.0001666199,0.003439864,0.0009051441,0.9878346],"genre_scores_gemma":[0.0006572659,0.00006783982,0.00003969868,0.000252271,0.0002392867,0.00002786287,0.0008111914,0.0002148531,0.9976898],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1250426,"threshold_uncertainty_score":0.178358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064871678358202,"score_gpt":0.2192565348376039,"score_spread":0.2086078180540219,"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."}}