{"id":"W4385542197","doi":"10.15252/embr.202357882","title":"Science can be an anxiety‐ridden road. It's best to develop coping strategies early in the journey","year":2023,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Microtubule and mitosis dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Library science; Art history; Art; Biology; Computer science","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":[0.01024589,0.001438383,0.001592402,0.001160096,0.0126945,0.01483916,0.001593108,0.01065606,0.02682108],"category_scores_gemma":[0.02818274,0.0006642767,0.001252613,0.0006092629,0.01854601,0.01914386,0.01201037,0.02863031,0.01382831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002522957,"about_ca_system_score_gemma":0.009853521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001820758,"about_ca_topic_score_gemma":0.002950097,"domain_scores_codex":[0.9946675,0.002079145,0.0001917793,0.0004577372,0.001699463,0.000904415],"domain_scores_gemma":[0.9784526,0.006131089,0.001165822,0.001571883,0.003326548,0.009352018],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003441999,0.0005629372,0.002424901,0.001199941,0.0002441088,0.001577141,0.01041719,0.0003088032,0.003540893,0.0824539,0.7770479,0.119878],"study_design_scores_gemma":[0.00008440814,0.0004080541,0.002062336,0.001591182,0.00006292691,0.001220173,0.02827394,0.0001649375,0.0007293562,0.2332892,0.7319114,0.0002020783],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006430349,0.0232737,0.005464272,0.891214,0.03739217,0.00007786453,0.0001328606,0.000587448,0.0354274],"genre_scores_gemma":[0.2024447,0.06921082,0.01896909,0.5918375,0.02013824,0.0004640428,0.0004505956,0.0007109533,0.09577409],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9897541,"threshold_uncertainty_score":0.08972543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02496327505630553,"score_gpt":0.3035796320203646,"score_spread":0.2786163569640591,"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."}}