{"id":"W4360781516","doi":"10.1007/978-3-031-25702-5_2","title":"An Open Science Model to Accelerate the Generation, Implementation and Distribution of Optogenetics and Viral Tools","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Photoreceptor and optogenetics research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institut Universitaire en Santé Mentale de Québec","funders":"","keywords":"Optogenetics; Distribution (mathematics); Computer science; Systems engineering; Engineering; Neuroscience; Psychology; Mathematics","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.002473876,0.0007994747,0.0004527576,0.001253043,0.0008325347,0.004525342,0.002350513,0.002436378,0.03477592],"category_scores_gemma":[0.003218859,0.0007836531,0.0007791767,0.001271555,0.001297946,0.007857956,0.002681346,0.005229945,0.02399199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001547485,"about_ca_system_score_gemma":0.001610107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001185118,"about_ca_topic_score_gemma":0.00182039,"domain_scores_codex":[0.9988386,0.0001152628,0.00004592516,0.0001320741,0.0007734252,0.00009461539],"domain_scores_gemma":[0.9979789,0.0006810935,0.00007207301,0.0005437678,0.0004993954,0.0002248113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008026652,0.0001465497,0.0002624274,0.00024538,0.00002422787,0.0001516347,0.0002183391,0.005463957,0.03772863,0.5687366,0.09407094,0.292871],"study_design_scores_gemma":[0.0000284333,0.0000775122,0.0001729698,0.0000806546,0.00001753849,0.0003841759,0.00004271324,0.01558046,0.01915045,0.1343993,0.8300309,0.00003485771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001869583,0.001682112,0.8862374,0.002650494,0.001678019,0.0001691847,0.0003482771,0.006060579,0.09930433],"genre_scores_gemma":[0.01791822,0.004420355,0.7691954,0.001418721,0.000528905,0.0005054857,0.001227266,0.003378553,0.2014071],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9976495,"threshold_uncertainty_score":0.116337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2676068878234493,"score_gpt":0.4373060093790594,"score_spread":0.1696991215556101,"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."}}