{"id":"W2030503626","doi":"10.1016/j.mycres.2006.06.010","title":"Fungal surface remodelling visualized by atomic force microscopy","year":2006,"lang":"en","type":"article","venue":"Mycological Research","topic":"Force Microscopy Techniques and Applications","field":"Physics and Astronomy","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; University of Regina","funders":"","keywords":"Aspergillus nidulans; Hypha; Hydrophobin; Conidium; Spore; Wild type; Ultrastructure; Biophysics; Tip growth; Cell wall; Mutant; Germination; Biology; Spore germination; Atomic force microscopy; Chemistry; Botany; Materials science; Nanotechnology; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007805074,0.000165795,0.0002252411,0.00005169559,0.0005057047,0.0001523159,0.0004185778,0.0001219342,0.001234099],"category_scores_gemma":[0.000009310452,0.0001402517,0.000109946,0.0004391976,0.0002432084,0.00006731734,0.000186336,0.0005592456,0.0002991306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008756066,"about_ca_system_score_gemma":0.0000639061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00104495,"about_ca_topic_score_gemma":0.000002748826,"domain_scores_codex":[0.9979879,0.0001551873,0.0002926948,0.0004648732,0.0003338063,0.0007654988],"domain_scores_gemma":[0.99906,0.0002940975,0.00005279857,0.0003197877,0.0001561593,0.0001171046],"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":[0.00003623859,0.000218306,0.001576181,0.000005235952,0.000006662893,0.000001191597,0.00001140599,0.00007548907,0.8745881,0.06595851,0.05710277,0.0004198643],"study_design_scores_gemma":[0.0007683775,0.0002395877,0.001043037,0.00002949832,0.00001037561,0.000001706281,0.00008661797,0.008991127,0.7141147,0.129104,0.1451783,0.0004326501],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9122948,0.0001715805,0.06083473,0.0001426009,0.00001988989,0.0005674206,0.00008905499,0.0001226623,0.02575728],"genre_scores_gemma":[0.978506,0.00001716156,0.007667897,0.00004133696,0.0001307749,0.000111017,0.0001319665,0.00002551658,0.0133683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1604734,"threshold_uncertainty_score":0.9996789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0386102094107944,"score_gpt":0.4218294390016441,"score_spread":0.3832192295908497,"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."}}