{"id":"W4417516630","doi":"10.31224/6030","title":"Interpretable AI Decision-Support System for Early-Stage Hiring","year":2025,"lang":"","type":"preprint","venue":"","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Bottleneck; Pipeline (software); Metric (unit); Modular design; Ranking (information retrieval); Baseline (sea); Python (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":[],"consensus_categories":[],"category_scores_codex":[0.00254243,0.001364066,0.0007093381,0.001765763,0.0006554826,0.002314971,0.002268389,0.00109415,0.01940238],"category_scores_gemma":[0.01158088,0.0005090039,0.0007166353,0.0006346521,0.0003699404,0.001579899,0.001770574,0.001409977,0.009470533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008412977,"about_ca_system_score_gemma":0.001488484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002645237,"about_ca_topic_score_gemma":0.003661591,"domain_scores_codex":[0.9985486,0.0003992118,0.0001581848,0.0004240297,0.0003778357,0.0000921344],"domain_scores_gemma":[0.9943807,0.002953145,0.0004313122,0.0007300943,0.001161154,0.0003435137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001941354,0.0005878102,0.005334454,0.0009685312,0.0001203331,0.001019964,0.001312306,0.02987343,0.03985184,0.0102209,0.06737141,0.8413977],"study_design_scores_gemma":[0.0002397431,0.00037092,0.003383312,0.0002192361,0.0001243537,0.0003203048,0.0006225642,0.8307042,0.04917393,0.02712728,0.08759447,0.000119694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01599301,0.0001900206,0.8704291,0.000563633,0.0001191085,0.0005329227,0.002089599,0.1047633,0.00531938],"genre_scores_gemma":[0.2013668,0.0002200131,0.7779977,0.0004974948,0.0001233265,0.0007850535,0.006284046,0.002328635,0.01039697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01940238,"threshold_uncertainty_score":0.06490743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718817362056892,"score_gpt":0.2878332005951165,"score_spread":0.2706450269745476,"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."}}