{"id":"W4303940292","doi":"10.3998/ticker.3461","title":"Transitions","year":2022,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002388739,0.0004743046,0.0003323342,0.001228808,0.006849507,0.01079824,0.00176597,0.002639883,0.3933179],"category_scores_gemma":[0.007837691,0.0003591219,0.000676494,0.001058446,0.001874086,0.004559571,0.009099687,0.005821121,0.2304972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003455772,"about_ca_system_score_gemma":0.01198489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008943177,"about_ca_topic_score_gemma":0.01947956,"domain_scores_codex":[0.9961702,0.000488148,0.00008632059,0.0004646915,0.001056541,0.001734086],"domain_scores_gemma":[0.9927599,0.0003030391,0.0001659347,0.0004340805,0.001383986,0.004953074],"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":[0.00009650767,0.0001476185,0.001450983,0.00006644498,0.0000045673,0.0001879618,0.002120032,0.00004663091,0.0002325918,0.07758837,0.8566831,0.06137526],"study_design_scores_gemma":[0.000008070742,0.00001937097,0.0009514,0.0000455153,0.000001260228,0.00004960336,0.001926668,0.00001643705,0.00007284119,0.003935081,0.9929671,0.000006638394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006428505,0.0005123717,0.001518533,0.02659013,0.006436464,0.000226077,0.001255872,0.0007642513,0.9562678],"genre_scores_gemma":[0.02639282,0.0002230487,0.0004534046,0.007443128,0.0003639394,0.0001310606,0.0007785594,0.0002916014,0.9639224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6066821,"threshold_uncertainty_score":0.8653584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06136148953050075,"score_gpt":0.2822966734689943,"score_spread":0.2209351839384935,"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."}}