{"id":"W44204156","doi":"10.1016/s0091-679x(10)97026-x","title":"Quality Control in Single-Molecule Studies of Kinesins and Microtubule-Associated Proteins","year":2010,"lang":"en","type":"review","venue":"Methods in cell biology","topic":"Microtubule and mitosis dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Warrant; Microtubule; Quality (philosophy); Microscope; Nanotechnology; Molecule; Computer science; Kinesin; Simple (philosophy); Chemistry; Biology; Physics; Materials science; Cell biology; Business; Optics; Epistemology","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002496165,0.0004864653,0.002322546,0.0002476933,0.00003004556,0.000008038958,0.0003450448,0.001557719,0.00000397632],"category_scores_gemma":[0.001343426,0.0004130994,0.0002905226,0.0002489147,0.0004052874,0.000002054114,0.0002803202,0.0005926298,9.699863e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000057582,"about_ca_system_score_gemma":0.0001735073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000119909,"about_ca_topic_score_gemma":0.0008892654,"domain_scores_codex":[0.9944716,0.0030522,0.00121101,0.0007746421,0.00005114174,0.0004393697],"domain_scores_gemma":[0.9980808,0.0004937419,0.0007398184,0.0005193035,0.0001125248,0.00005377384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002720464,0.0002692993,0.0003066413,0.002904007,0.0001258882,0.000003327066,0.00004019165,4.213352e-7,0.7005505,0.00003139985,0.00001273021,0.2957284],"study_design_scores_gemma":[0.002061336,0.000690727,0.0000591174,0.001684856,0.0002594413,0.00001497797,0.00005457209,0.000007071159,0.06018617,0.000260157,0.9338267,0.0008948161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008681696,0.9866539,0.002724838,0.00001493392,0.0002778017,0.001220645,0.0001656743,0.000007363389,0.0002531669],"genre_scores_gemma":[0.0006435245,0.9683157,0.03028285,0.00007908504,0.00006569622,0.0002074569,0.0002409174,0.00005068674,0.0001141367],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.933814,"threshold_uncertainty_score":0.9998321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08222364784650986,"score_gpt":0.4425157814577189,"score_spread":0.360292133611209,"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."}}