{"id":"W4406067053","doi":"10.1353/mos.2022.a948445","title":"Image","year":2022,"lang":"en","type":"article","venue":"Mosaic","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Artificial intelligence; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001380819,0.00003716565,0.00004056743,0.00003511491,0.0001319858,0.00001008473,0.0001235205,0.000004170001,0.008195842],"category_scores_gemma":[0.00001297533,0.00004136153,0.00002332466,0.0002135113,0.00001566717,0.00003853738,0.0001400495,0.000092312,0.01372814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009181628,"about_ca_system_score_gemma":0.0000159581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003223247,"about_ca_topic_score_gemma":0.000003089675,"domain_scores_codex":[0.9995088,0.00004994875,0.00004737647,0.00009670891,0.0001716181,0.0001255686],"domain_scores_gemma":[0.9997661,0.000008736482,0.00001697963,0.0001760406,0.000006476011,0.0000257024],"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":[0.00001284215,0.00006233111,0.0009791376,0.000002122596,0.000006885557,0.00005721123,0.0002564308,0.00005510694,0.1369627,0.0005304766,0.8603778,0.0006968844],"study_design_scores_gemma":[0.0002387808,0.00003156532,0.001896954,3.42598e-7,0.00000503008,0.00001866617,0.0001263454,0.0009632396,0.001630861,0.0006635274,0.9943386,0.00008605169],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9159672,0.0001911667,0.00003670282,0.0005666188,0.0003119543,0.0001601976,0.0004517175,0.0005310835,0.08178338],"genre_scores_gemma":[0.9933012,1.803841e-7,0.0006653671,0.0002668277,0.00003509271,0.00005729352,0.00006646526,0.00004532909,0.005562308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1353319,"threshold_uncertainty_score":0.9927108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228310487263395,"score_gpt":0.244905869980906,"score_spread":0.2326227651082721,"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."}}