{"id":"W4385814583","doi":"10.53879/id.60.07.p0005","title":"IT IS TIME TO TAKE ADVANTAGE OF IN VITRO CELL BASED MODELS","year":2023,"lang":"en","type":"article","venue":"INDIAN DRUGS","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Animal testing; Government (linguistics); Clinical trial; Animal welfare; European union; Animal model; Human studies; Immunogenicity; Medicine; Experimental animal; Risk analysis (engineering); Biotechnology; Pharmacology; Public economics; Business; Veterinary medicine; Biology; Pathology; International trade; Economics; Immunology; Internal medicine","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":[0.01475581,0.001432168,0.003357218,0.002215731,0.0009517591,0.007608087,0.003473844,0.004135333,0.01324305],"category_scores_gemma":[0.01239322,0.0006123071,0.002836607,0.001526013,0.002243989,0.008039323,0.002206682,0.015312,0.01040339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001559435,"about_ca_system_score_gemma":0.003269483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002755565,"about_ca_topic_score_gemma":0.004683014,"domain_scores_codex":[0.9928581,0.002261927,0.000602608,0.0005080972,0.0030504,0.0007189249],"domain_scores_gemma":[0.9754974,0.006876974,0.001390783,0.004154939,0.009981306,0.002098681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001689982,0.00269598,0.007826462,0.009087947,0.0004843017,0.003350105,0.001226012,0.002168816,0.2225896,0.03449677,0.2849356,0.4294485],"study_design_scores_gemma":[0.00007831631,0.001801741,0.003386175,0.001387418,0.0002989517,0.00314271,0.001024423,0.001121876,0.04513768,0.01505468,0.9274255,0.000140496],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.02884637,0.42595,0.19034,0.2416729,0.05175124,0.002030087,0.006278254,0.00377449,0.0493568],"genre_scores_gemma":[0.1204756,0.5203715,0.2186896,0.06869528,0.01733067,0.002867098,0.01416793,0.001346152,0.03605616],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01475581,"threshold_uncertainty_score":0.07803714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07909140736009,"score_gpt":0.349774390875511,"score_spread":0.270682983515421,"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."}}