{"id":"W6980907780","doi":"","title":"2023 DCVA Highlight Video","year":2023,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internship; Graduation (instrument); Ceremony; Closing (real estate); Work (physics); Vocational education; Quarter (Canadian coin)","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":[0.0001624034,0.0007545423,0.0002918432,0.0008691123,0.001238008,0.002119513,0.0006363913,0.0008484804,0.8758336],"category_scores_gemma":[0.0008971723,0.0002518153,0.0003326141,0.0007876146,0.0001644128,0.001224369,0.001361441,0.00115349,0.6882478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006812824,"about_ca_system_score_gemma":0.0006526066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007946985,"about_ca_topic_score_gemma":0.02033658,"domain_scores_codex":[0.9998752,0.00001045639,0.000002751585,0.00001699185,0.00005847914,0.00003605273],"domain_scores_gemma":[0.9995889,0.00004988826,0.00001156248,0.00002835303,0.0001950712,0.0001262765],"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":[0.00002239568,0.00000986283,0.00003503489,0.00003626386,5.824807e-7,0.000025879,0.00001413052,0.00001566209,0.0002203232,0.0003586206,0.9797326,0.0195286],"study_design_scores_gemma":[0.000009369217,0.000008378807,0.0003807634,0.00003922878,0.000001099555,0.00004930429,0.00005301042,0.00005826582,0.0001455756,0.0001718109,0.9990793,0.000003911642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003870387,0.0001939321,0.0004259784,0.0004347703,0.001519571,0.00009684374,0.004530745,0.001443429,0.9909677],"genre_scores_gemma":[0.002451047,0.0002813535,0.0004465872,0.0005983749,0.000483357,0.00006545101,0.004372201,0.000816479,0.9904851],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8758336,"threshold_uncertainty_score":0.1771083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004220289782004903,"score_gpt":0.1673207378659542,"score_spread":0.1631004480839493,"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."}}