{"id":"W4405638734","doi":"10.1117/1.nph.11.4.040101","title":"On the Power of Constructive Criticism","year":2024,"lang":"en","type":"editorial","venue":"Neurophotonics","topic":"Critical Theory and Philosophy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta","funders":"National Institute of Neurological Disorders and Stroke; National Institute on Drug Abuse","keywords":"Computer science; Constructive criticism; Criticism; Constructive; Power (physics); Data science; Political science; Physics; Programming language","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5846402,0.003677226,0.005946507,0.01160065,0.02103832,0.05653073,0.01596965,0.03615508,0.01203038],"category_scores_gemma":[0.8159363,0.002199555,0.003288507,0.005747548,0.1630905,0.0470788,0.03974577,0.05375126,0.006789343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01573255,"about_ca_system_score_gemma":0.03325324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001529132,"about_ca_topic_score_gemma":0.001109275,"domain_scores_codex":[0.199232,0.6013932,0.02916328,0.02417274,0.1374701,0.008568829],"domain_scores_gemma":[0.04472848,0.7363581,0.0214209,0.07245736,0.1115975,0.01343765],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001858177,0.00007871785,0.0006831626,0.001363092,0.0003647036,0.0006487804,0.0304783,0.0006415099,0.0002493038,0.560873,0.3461734,0.05826023],"study_design_scores_gemma":[0.0001828594,0.00005993724,0.0002067836,0.004228453,0.00005575013,0.0003993285,0.003747414,0.001021766,0.0002783865,0.5848798,0.4047907,0.0001487918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001196408,0.01861117,0.04398598,0.8550869,0.04529482,0.0002131385,0.00007886215,0.0006900441,0.03484266],"genre_scores_gemma":[0.2029955,0.01558146,0.06186246,0.6028718,0.08721483,0.002766834,0.0001872022,0.002446601,0.02407328],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5846402,"threshold_uncertainty_score":0.5122126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665348692405308,"score_gpt":0.3200602001018613,"score_spread":0.3034067131778082,"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."}}