{"id":"W3155441572","doi":"10.1038/s42005-021-00576-6","title":"Deconvolution of dissipative pathways for the interpretation of tapping-mode atomic force microscopy from phase-contrast","year":2021,"lang":"en","type":"article","venue":"Communications Physics","topic":"Force Microscopy Techniques and Applications","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Korea Institute of Materials Science; Canada Research Chairs; University of Calgary","keywords":"Metastability; Amplitude; Dissipative system; Phase (matter); Chemistry; Molecular physics; Chemical physics; Materials science; Optics; Physics; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006924252,0.0006060324,0.0002467838,0.0008597829,0.0002652419,0.0005327879,0.0007168162,0.0004456305,0.001944114],"category_scores_gemma":[0.002387489,0.0002545704,0.000226183,0.0003606934,0.0005201066,0.0008864077,0.0005088157,0.0007068618,0.0003012771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005151751,"about_ca_system_score_gemma":0.0005364543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009001001,"about_ca_topic_score_gemma":0.0008566141,"domain_scores_codex":[0.9998866,0.0000242012,0.00000641802,0.00001600584,0.00004924714,0.00001748195],"domain_scores_gemma":[0.9994969,0.0002485467,0.00006141605,0.00007914667,0.00008542441,0.00002861673],"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":[0.0001814597,0.0001341427,0.001845132,0.000307169,0.00004299221,0.0004565989,0.0004450215,0.09690096,0.7357392,0.09093509,0.0008913177,0.0721209],"study_design_scores_gemma":[0.000004818304,0.00001633323,0.0007916478,0.00001171742,0.000003742046,0.00008375058,0.00003746551,0.9500147,0.03439827,0.01374405,0.0008803854,0.00001325185],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09427814,0.0001836216,0.9033325,0.0001531301,0.000031377,0.00005714789,0.00009741611,0.0004356924,0.001430925],"genre_scores_gemma":[0.7828348,0.0003669386,0.2145826,0.00004752427,0.0000190973,0.0001102322,0.0001054938,0.0001809087,0.001752382],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001944114,"threshold_uncertainty_score":0.006503761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.026433793071688,"score_gpt":0.35422517865809,"score_spread":0.327791385586402,"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."}}