{"id":"W4385612231","doi":"10.1101/2023.08.03.551752","title":"An adaptable, reusable, and light implant for chronic Neuropixels probes","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Photoreceptor and optogenetics research","field":"Neuroscience","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"Biotechnology and Biological Sciences Research Council; Medical Research Council; Directorate for Biological Sciences; National Institutes of Health; European Commission; Josiah Macy Jr. Foundation; European Molecular Biology Organization; Wellcome Trust; GlaxoSmithKline","keywords":"Implant; Computer science; Nanotechnology; Materials science; Medicine; Surgery","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":[0.0004755439,0.0007412095,0.0003859438,0.0004407243,0.0002326176,0.0006688968,0.0009011333,0.0009178279,0.002368117],"category_scores_gemma":[0.0006588312,0.0004246807,0.000434564,0.000167112,0.0006780538,0.0009886477,0.0009236693,0.001001831,0.0008282879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003904135,"about_ca_system_score_gemma":0.0005729183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000253097,"about_ca_topic_score_gemma":0.000559783,"domain_scores_codex":[0.9996523,0.00001767526,0.00003238896,0.00009689321,0.0001545995,0.00004620279],"domain_scores_gemma":[0.9994895,0.0001016029,0.0001691276,0.00009407502,0.00006371999,0.00008198673],"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":[0.00008989233,0.00003240197,0.0002279802,0.00009914171,0.000006808171,0.0001378426,0.00004086259,0.0001232427,0.9880401,0.0004984956,0.0005047803,0.01019839],"study_design_scores_gemma":[0.0000692773,0.0009688569,0.004434333,0.00005494583,0.00005085344,0.00199289,0.00003014395,0.002614129,0.9506729,0.000344947,0.03870538,0.00006138027],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4620396,0.00208326,0.5180646,0.0008036142,0.001072602,0.0006973597,0.002147685,0.005329567,0.007761713],"genre_scores_gemma":[0.5643829,0.002326822,0.4050325,0.0007163538,0.0002014104,0.001224697,0.001696137,0.001722663,0.02269643],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002368117,"threshold_uncertainty_score":0.007922173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04984554037194357,"score_gpt":0.2889187029427386,"score_spread":0.239073162570795,"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."}}