{"id":"W6986843679","doi":"","title":"Recommendation Chain: The Final Link","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SAFER; Value (mathematics); Punk; Energy (signal processing); Quarter (Canadian coin); Las vegas; The Internet","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":[0.001878106,0.003696962,0.003621608,0.004867482,0.002411481,0.01298653,0.003060867,0.01137706,0.8764833],"category_scores_gemma":[0.02229175,0.002213897,0.002545518,0.007608,0.0006242483,0.01010898,0.003754862,0.005024529,0.8930492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0033366,"about_ca_system_score_gemma":0.00499221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02647304,"about_ca_topic_score_gemma":0.03388134,"domain_scores_codex":[0.9970747,0.0003333756,0.0003376857,0.0006735416,0.001147325,0.000433327],"domain_scores_gemma":[0.9900666,0.001238127,0.0003845412,0.001634083,0.005089832,0.001586761],"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":[0.00001844097,0.00001402848,0.00004855713,0.0001868339,0.000007051333,0.000008724823,0.000006164293,0.00003226687,0.0000480303,0.0001669329,0.9908057,0.008657302],"study_design_scores_gemma":[0.0001238651,0.00004006572,0.0003468299,0.0002246441,0.00001498552,0.00002971786,0.00003540842,0.0003495271,0.0001792121,0.001111014,0.9974923,0.00005238359],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0005907901,0.003945052,0.005826737,0.01382911,0.01531293,0.003307044,0.4930255,0.03603953,0.4281233],"genre_scores_gemma":[0.004790651,0.004273052,0.01175821,0.01296358,0.003958698,0.003041879,0.3196118,0.009805397,0.6297967],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8764833,"threshold_uncertainty_score":0.1761815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209577234952751,"score_gpt":0.2023719568662726,"score_spread":0.1902761845167451,"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."}}