{"id":"W4246718693","doi":"10.1515/iupac.76.0503","title":"Composite Piston Effect","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Photothermal therapy; Optics; Photothermal spectroscopy; Materials science; Photothermal effect; Nanotechnology; 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":[0.0008928576,0.002659983,0.001468734,0.00533938,0.0009811897,0.00242365,0.002227345,0.0017948,0.0390142],"category_scores_gemma":[0.006402787,0.0004966413,0.002059232,0.006860444,0.0004228808,0.002022216,0.002068518,0.001607913,0.05881458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001302237,"about_ca_system_score_gemma":0.002364093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02159619,"about_ca_topic_score_gemma":0.03445895,"domain_scores_codex":[0.9984763,0.000209682,0.0001963696,0.0005351637,0.0004088508,0.0001735382],"domain_scores_gemma":[0.9983464,0.000516789,0.0001922393,0.0004439747,0.0004163936,0.000084138],"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":[0.0003711643,0.00008846865,0.005854518,0.003700974,0.0001761797,0.00009545173,0.00004609476,0.002338944,0.0005487417,0.002139455,0.9516136,0.03302649],"study_design_scores_gemma":[0.0001701496,0.0000485606,0.01074759,0.0007583584,0.0001077653,0.0001574237,0.0000812135,0.001996335,0.001100134,0.003026787,0.9817525,0.00005316657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000761489,0.000943995,0.0005422911,0.0001002346,0.00008214032,0.00003588181,0.9942508,0.0008284861,0.002454831],"genre_scores_gemma":[0.001388205,0.000458043,0.0009459154,0.00006281756,0.00001866419,0.0001086332,0.9956332,0.00008377101,0.001300674],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.0390142,"threshold_uncertainty_score":0.1305155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004784590813368489,"score_gpt":0.3258968635507825,"score_spread":0.3211122727374141,"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."}}