{"id":"W4405521777","doi":"10.1109/uffc-js60046.2024.10794122","title":"Handheld Laser Diode based Photoacoustic Imaging system","year":2024,"lang":"en","type":"article","venue":"","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Photoacoustic imaging in biomedicine; Diode; Laser; Mobile device; Materials science; Optoelectronics; Semiconductor laser theory; Optics; Computer science; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002641295,0.000469582,0.0006853326,0.0005076818,0.0003237706,0.0005915008,0.001625408,0.001116137,0.02973964],"category_scores_gemma":[0.0004762936,0.0003058891,0.0003140503,0.0003475437,0.0002293805,0.0006842826,0.001084603,0.0005872916,0.01163384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003701478,"about_ca_system_score_gemma":0.000742758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009748817,"about_ca_topic_score_gemma":0.001150762,"domain_scores_codex":[0.999685,0.00002384062,0.0000158821,0.0001283026,0.0001166053,0.00003037901],"domain_scores_gemma":[0.9996578,0.00006629714,0.00003898828,0.00007018152,0.0001191263,0.0000475892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007666686,0.0002789679,0.00281569,0.0006576465,0.00006626,0.001230384,0.0001386674,0.002768097,0.6863948,0.001816279,0.02460789,0.2784587],"study_design_scores_gemma":[0.0005570889,0.002173615,0.01436925,0.0002297533,0.0002917292,0.01202474,0.0001662027,0.1311108,0.567059,0.003353001,0.2682076,0.0004570848],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09247275,0.001949484,0.8356882,0.001370889,0.0007253604,0.00171173,0.003757097,0.02750941,0.03481502],"genre_scores_gemma":[0.4928808,0.001434805,0.4013502,0.003014221,0.0002866611,0.002237208,0.002690786,0.0005847409,0.0955207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02973964,"threshold_uncertainty_score":0.09948903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003278874474587951,"score_gpt":0.1801945430744537,"score_spread":0.1769156685998658,"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."}}