{"id":"W4392297187","doi":"10.1242/dev.202748","title":"Transitions in development – an interview with Nika Shakiba","year":2024,"lang":"en","type":"article","venue":"Development","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Passion; Mentorship; Competition (biology); Career path; Repertoire; Ecology; Management; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01534674,0.0008318083,0.001097111,0.001110448,0.02467899,0.00627712,0.001662939,0.005583218,0.003851673],"category_scores_gemma":[0.01797981,0.0008830892,0.0007749415,0.0008226983,0.01310808,0.007086195,0.01045943,0.02392264,0.001356578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01143504,"about_ca_system_score_gemma":0.01385935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02125451,"about_ca_topic_score_gemma":0.02953186,"domain_scores_codex":[0.986925,0.008777347,0.0002863851,0.0005540063,0.001254868,0.002202354],"domain_scores_gemma":[0.9748914,0.006735669,0.0008638948,0.0002393741,0.003243609,0.01402607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001236264,0.0002918994,0.003031202,0.0002612408,0.00001868985,0.003035362,0.8306339,0.0002162738,0.002976779,0.01473311,0.1274528,0.01722506],"study_design_scores_gemma":[0.00001548298,0.00008727134,0.001090351,0.0004348245,0.000007401909,0.001464881,0.6809404,0.0001570764,0.0002792294,0.001884769,0.3135553,0.00008296227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1331549,0.01714274,0.003781399,0.7874103,0.01127623,0.0003222509,0.0001643165,0.0001844527,0.04656341],"genre_scores_gemma":[0.7043218,0.01717504,0.004555503,0.2247149,0.001219058,0.0007421496,0.0001181849,0.0002745673,0.04687874],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02467899,"threshold_uncertainty_score":0.08296746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06996320748409893,"score_gpt":0.3543800545991276,"score_spread":0.2844168471150287,"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."}}