{"id":"W6969336272","doi":"10.5281/zenodo.7627742","title":"The Worst Videos of All Time About videos for kids educational","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Film in Education and Therapy","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"HERO; Channel (broadcasting); Join (topology)","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":[0.000531328,0.000826562,0.0004034327,0.001544199,0.00233373,0.002772555,0.0007044063,0.00130008,0.1486076],"category_scores_gemma":[0.004215019,0.0003041797,0.0004281831,0.0009100504,0.0005348261,0.003227221,0.001997409,0.001804614,0.03376375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006624708,"about_ca_system_score_gemma":0.0004986977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008233092,"about_ca_topic_score_gemma":0.03857074,"domain_scores_codex":[0.9995297,0.00009602321,0.00001702216,0.00005956789,0.0001701797,0.0001275028],"domain_scores_gemma":[0.9981035,0.0003010871,0.00009896505,0.0001277317,0.0005830424,0.0007855925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001349098,0.00004851424,0.0006135209,0.0003071849,0.00001779031,0.0002857394,0.00106597,0.00004302393,0.00124814,0.00114247,0.915964,0.07912885],"study_design_scores_gemma":[0.00001002467,0.00005100873,0.0028196,0.000275515,0.00001498903,0.0007910433,0.001884372,0.00009420054,0.0006829182,0.0004332278,0.9929172,0.00002597127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03745994,0.02311809,0.008512696,0.0346897,0.03275798,0.0006049565,0.02310173,0.006431274,0.8333235],"genre_scores_gemma":[0.1544047,0.01214205,0.01112077,0.01499472,0.008541692,0.0003306627,0.01901968,0.003733481,0.7757123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1486076,"threshold_uncertainty_score":0.497142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08438221602383568,"score_gpt":0.3986685567488641,"score_spread":0.3142863407250284,"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."}}